Install Dependencies¶

In [ ]:
#!pip install -r requirements.txt

Import Dependencies¶

In [4]:
import torch
import torch.nn as nn
import torch.optim as optim
import numpy as np
import dill 
In [5]:
from modules.trainer import Trainer
from modules.model import CustomAlexNet
from modules.dataset import CustomDataset
In [ ]:
!pip freeze > requirements.txt

Define Device¶

In [6]:
device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
if torch.cuda.is_available():
    print(f"GPU Properties: {torch.cuda.get_device_properties(torch.cuda.current_device())}")
GPU Properties: _CudaDeviceProperties(name='NVIDIA GeForce GTX 1650', major=7, minor=5, total_memory=4095MB, multi_processor_count=16)

Dataset Creator¶

In [7]:
custom_dataset = CustomDataset(root_dir='dataset')

Training With Default Configuration¶

In [8]:
model = CustomAlexNet(num_classes=custom_dataset.num_classes, dropout_p=0.5, fc1_out=4096, fc2_out=4096, activation=nn.ReLU).to(device)
criterion = nn.CrossEntropyLoss()
optimizer = optim.Adam(model.parameters(), lr=0.001)
# Classifier Trainer
trainer = Trainer(model, custom_dataset.train_loader, custom_dataset.val_loader, criterion, optimizer, device,"default")
trainer.train(50)
trainer.best_val_loss
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00,  1.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.5434 |  0.3864  |   0.3240  | 0.3864 |  0.3261  | 0.0377 |     0.0325    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2678 |  0.4351  |   0.3195  | 0.4351 |  0.3233  | 0.1817 |     0.1257    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.1975 |  0.5633  |   0.4277  | 0.5633 |  0.4850  | 0.3199 |     0.2993    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.1557 |  0.5455  |   0.4130  | 0.5455 |  0.4527  | 0.3606 |     0.3071    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.0735 |  0.5893  |   0.4541  | 0.5893 |  0.5082  | 0.3700 |     0.3419    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1358 |  0.5519  |   0.3830  | 0.5519 |  0.4521  | 0.3425 |     0.3129    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.26batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.0973 |  0.5763  |   0.4358  | 0.5763 |  0.4960  | 0.3404 |     0.3196    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.0851 |  0.5779  |   0.4123  | 0.5779 |  0.4754  | 0.3972 |     0.3551    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0362 |  0.6169  |   0.4658  | 0.6169 |  0.5308  | 0.4092 |     0.3845    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0567 |  0.5649  |   0.4014  | 0.5649 |  0.4649  | 0.3727 |     0.3350    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0539 |  0.6120  |   0.4630  | 0.6120 |  0.5269  | 0.4014 |     0.3770    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.2067 |  0.5065  |   0.4603  | 0.5065 |  0.4226  | 0.3492 |     0.2506    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.1607 |  0.5763  |   0.4364  | 0.5763 |  0.4945  | 0.3417 |     0.3179    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.1166 |  0.5584  |   0.3890  | 0.5584 |  0.4581  | 0.3546 |     0.3238    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.45batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0268 |  0.6201  |   0.4681  | 0.6201 |  0.5333  | 0.4147 |     0.3893    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0310 |  0.5844  |   0.4105  | 0.5844 |  0.4806  | 0.4004 |     0.3640    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0065 |  0.6250  |   0.4744  | 0.6250 |  0.5384  | 0.4249 |     0.3982    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0577 |  0.5649  |   0.4050  | 0.5649 |  0.4660  | 0.3750 |     0.3353    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9997 |  0.6250  |   0.4720  | 0.6250 |  0.5378  | 0.4230 |     0.3975    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0489 |  0.5909  |   0.4110  | 0.5909 |  0.4847  | 0.4080 |     0.3730    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.40batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 1.0057 |  0.6201  |   0.4727  | 0.6201 |  0.5349  | 0.4178 |     0.3906    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0346 |  0.5909  |   0.4169  | 0.5909 |  0.4868  | 0.4121 |     0.3741    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.39batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9612 |  0.6331  |   0.4778  | 0.6331 |  0.5441  | 0.4373 |     0.4100    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0092 |  0.5974  |   0.4174  | 0.5974 |  0.4909  | 0.4200 |     0.3834    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  2.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9418 |  0.6299  |   0.4801  | 0.6299 |  0.5437  | 0.4336 |     0.4064    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 22.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0242 |  0.6039  |   0.4242  | 0.6039 |  0.4973  | 0.4319 |     0.3936    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8976 |  0.6510  |   0.4918  | 0.6510 |  0.5600  | 0.4675 |     0.4392    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0242 |  0.6104  |   0.4324  | 0.6104 |  0.5041  | 0.4449 |     0.4039    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.8161 |  0.6786  |   0.6790  | 0.6786 |  0.6160  | 0.5133 |     0.4909    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.0553 |  0.6104  |   0.6336  | 0.6104 |  0.5694  | 0.4522 |     0.4219    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.49batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.7799 |  0.6818  |   0.6548  | 0.6818 |  0.6442  | 0.5224 |     0.5076    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.2475 |  0.5909  |   0.5544  | 0.5909 |  0.5443  | 0.4132 |     0.3966    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.30batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.8619 |  0.6737  |   0.6449  | 0.6737 |  0.6507  | 0.5096 |     0.5048    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9904 |  0.6234  |   0.6235  | 0.6234 |  0.5852  | 0.4590 |     0.4483    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.26batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.7129 |  0.7159  |   0.6994  | 0.7159 |  0.6732  | 0.5743 |     0.5588    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0632 |  0.6169  |   0.6094  | 0.6169 |  0.6073  | 0.4542 |     0.4520    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.6978 |  0.7354  |   0.7232  | 0.7354 |  0.7244  | 0.6060 |     0.6031    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.1050 |  0.6169  |   0.6235  | 0.6169 |  0.6047  | 0.4535 |     0.4441    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.6596 |  0.7435  |   0.7391  | 0.7435 |  0.7401  | 0.6214 |     0.6208    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.1921 |  0.6169  |   0.5990  | 0.6169 |  0.5914  | 0.4476 |     0.4399    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.6271 |  0.7516  |   0.7400  | 0.7516 |  0.7416  | 0.6306 |     0.6283    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.0187 |  0.6299  |   0.6297  | 0.6299 |  0.6206  | 0.4747 |     0.4712    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.5504 |  0.7955  |   0.7886  | 0.7955 |  0.7892  | 0.6970 |     0.6953    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.1381 |  0.6299  |   0.6427  | 0.6299 |  0.6342  | 0.4837 |     0.4825    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.4998 |  0.7890  |   0.7881  | 0.7890 |  0.7880  | 0.6903 |     0.6899    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.3633 |  0.6234  |   0.5934  | 0.6234 |  0.5809  | 0.4556 |     0.4419    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.4667 |  0.8149  |   0.8112  | 0.8149 |  0.8103  | 0.7264 |     0.7248    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.3403 |  0.5974  |   0.5905  | 0.5974 |  0.5881  | 0.4286 |     0.4256    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3944 |  0.8490  |   0.8485  | 0.8490 |  0.8485  | 0.7795 |     0.7792    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.3448 |  0.6169  |   0.6236  | 0.6169 |  0.6172  | 0.4653 |     0.4639    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3787 |  0.8636  |   0.8625  | 0.8636 |  0.8613  | 0.7994 |     0.7984    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.3170 |  0.6558  |   0.6470  | 0.6558 |  0.6482  | 0.5134 |     0.5115    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2801 |  0.8994  |   0.8983  | 0.8994 |  0.8982  | 0.8522 |     0.8519    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.4010 |  0.6883  |   0.6728  | 0.6883 |  0.6787  | 0.5570 |     0.5558    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.3119 |  0.8766  |   0.8753  | 0.8766 |  0.8757  | 0.8189 |     0.8187    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.6522 |  0.6558  |   0.6529  | 0.6558 |  0.6342  | 0.5094 |     0.5005    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.55batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.3223 |  0.8977  |   0.8967  | 0.8977 |  0.8964  | 0.8497 |     0.8492    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.5760 |  0.6818  |   0.6707  | 0.6818 |  0.6669  | 0.5467 |     0.5421    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.2542 |  0.9107  |   0.9100  | 0.9107 |  0.9099  | 0.8689 |     0.8686    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.7008 |  0.6558  |   0.6697  | 0.6558 |  0.6471  | 0.5154 |     0.5037    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.2195 |  0.9334  |   0.9336  | 0.9334 |  0.9331  | 0.9025 |     0.9023    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.5991 |  0.6623  |   0.6592  | 0.6623 |  0.6494  | 0.5178 |     0.5123    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.2436 |  0.9269  |   0.9269  | 0.9269 |  0.9264  | 0.8928 |     0.8925    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.7779 |  0.6039  |   0.6140  | 0.6039 |  0.5968  | 0.4433 |     0.4341    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.55batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.3395 |  0.9010  |   0.9014  | 0.9010 |  0.9003  | 0.8544 |     0.8539    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.4377 |  0.6623  |   0.6748  | 0.6623 |  0.6586  | 0.5213 |     0.5177    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.3112 |  0.9026  |   0.9025  | 0.9026 |  0.9023  | 0.8576 |     0.8574    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.5986 |  0.6494  |   0.6642  | 0.6494 |  0.6411  | 0.5070 |     0.4961    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.2865 |  0.9026  |   0.9032  | 0.9026 |  0.9017  | 0.8571 |     0.8566    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.4642 |  0.6753  |   0.6539  | 0.6753 |  0.6613  | 0.5391 |     0.5371    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1850 |  0.9399  |   0.9407  | 0.9399 |  0.9383  | 0.9123 |     0.9112    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.6123 |  0.6494  |   0.6562  | 0.6494 |  0.6505  | 0.5088 |     0.5077    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1791 |  0.9351  |   0.9346  | 0.9351 |  0.9345  | 0.9048 |     0.9046    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 1.9419 |  0.6688  |   0.6773  | 0.6688 |  0.6678  | 0.5336 |     0.5298    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.1381 |  0.9545  |   0.9549  | 0.9545 |  0.9544  | 0.9335 |     0.9333    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.6823 |  0.6948  |   0.6933  | 0.6948 |  0.6880  | 0.5659 |     0.5623    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1567 |  0.9399  |   0.9401  | 0.9399 |  0.9397  | 0.9122 |     0.9121    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.5875 |  0.5974  |   0.6364  | 0.5974 |  0.5693  | 0.4359 |     0.4181    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.3730 |  0.9042  |   0.9034  | 0.9042 |  0.9037  | 0.8598 |     0.8597    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.5084 |  0.6688  |   0.6600  | 0.6688 |  0.6582  | 0.5275 |     0.5240    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.2662 |  0.9205  |   0.9202  | 0.9205 |  0.9194  | 0.8834 |     0.8829    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 1.3321 |  0.6623  |   0.6613  | 0.6623 |  0.6457  | 0.5179 |     0.5106    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.2010 |  0.9416  |   0.9419  | 0.9416 |  0.9415  | 0.9146 |     0.9145    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 1.7270 |  0.6688  |   0.6360  | 0.6688 |  0.6387  | 0.5261 |     0.5180    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1236 |  0.9464  |   0.9463  | 0.9464 |  0.9462  | 0.9217 |     0.9217    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.1102 |  0.6948  |   0.6931  | 0.6948 |  0.6724  | 0.5636 |     0.5545    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1388 |  0.9545  |   0.9550  | 0.9545 |  0.9545  | 0.9334 |     0.9333    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.2592 |  0.6883  |   0.6691  | 0.6883 |  0.6715  | 0.5550 |     0.5505    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1357 |  0.9513  |   0.9518  | 0.9513 |  0.9514  | 0.9291 |     0.9290    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.1179 |  0.6623  |   0.6475  | 0.6623 |  0.6403  | 0.5161 |     0.5085    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.1479 |  0.9448  |   0.9444  | 0.9448 |  0.9446  | 0.9192 |     0.9192    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.8017 |  0.6169  |   0.5780  | 0.6169 |  0.5766  | 0.4494 |     0.4402    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.55batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.2030 |  0.9367  |   0.9368  | 0.9367 |  0.9360  | 0.9072 |     0.9067    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.2902 |  0.5714  |   0.6017  | 0.5714 |  0.5698  | 0.4058 |     0.3957    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.2573 |  0.9221  |   0.9222  | 0.9221 |  0.9221  | 0.8862 |     0.8861    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 1.8953 |  0.5779  |   0.5719  | 0.5779 |  0.5711  | 0.3992 |     0.3970    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1763 |  0.9351  |   0.9364  | 0.9351 |  0.9350  | 0.9056 |     0.9049    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.3120 |  0.6818  |   0.6581  | 0.6818 |  0.6526  | 0.5443 |     0.5357    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.1679 |  0.9562  |   0.9566  | 0.9562 |  0.9562  | 0.9359 |     0.9359    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 1.9106 |  0.6753  |   0.6673  | 0.6753 |  0.6596  | 0.5352 |     0.5291    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9903798446059227
Out[8]:
0.9903798446059227
In [32]:
import random
global index
index = 0
def create_individual():
    dropout_p = random.choice([0.2,0.4, 0.5, 0.7])
    fc1_out = random.choice([512,1024, 2048, 4096])
    fc2_out = random.choice([512,1024, 2048, 4096])
    return (dropout_p, fc1_out, fc2_out)

def initialize_population(population_size):
    return [create_individual() for _ in range(population_size)]
In [33]:
def selection(population, scores, k=3):
    selected_indices = sorted(range(len(scores)), key=lambda i: scores[i])[:k]
    return [population[i] for i in selected_indices]
In [34]:
def crossover(parent1, parent2):
    crossover_point = random.randint(1, len(parent1) - 1)
    child1 = parent1[:crossover_point] + parent2[crossover_point:]
    child2 = parent2[:crossover_point] + parent1[crossover_point:]
    return child1, child2
In [35]:
def mutate(individual, mutation_prob=0.1):
    mutated_individual = list(individual)
    for i in range(len(mutated_individual)):
        if random.random() < mutation_prob:
            if i == 0:  # dropout_p için
                mutated_individual[i] = random.choice([0.2,0.4, 0.5, 0.7])
            elif i == 1:  # fc1_out için
                mutated_individual[i] = random.choice([512,1024, 2048, 4096])
            elif i == 2:  # fc2_out için
                mutated_individual[i] = random.choice([512,1024, 2048, 4096])
    return tuple(mutated_individual)
In [36]:
def evaluate_individual(individual,generation):
    global index  # Global değişkeni belirtelim
    index += 1
    dropout_p, fc1_out, fc2_out = individual
    # Model oluşturma
    model = CustomAlexNet(num_classes=custom_dataset.num_classes, dropout_p=dropout_p, fc1_out=fc1_out, fc2_out=fc2_out)
    criterion = nn.CrossEntropyLoss()
    optimizer = optim.Adam(model.parameters(), lr=0.001)
    cfg="genetic_algo_"+str(generation)+"_"+str(index)
    trainer = Trainer(model, custom_dataset.train_loader, custom_dataset.val_loader, criterion, optimizer, device,cfg)
    trainer.train(50)
    return trainer.best_val_loss  # Burada doğruluk da döndürebilirsiniz
In [37]:
# Genetik algoritma parametreleri
population_size = 10
num_generations = 5

# Başlangıç popülasyonunu oluştur
population = initialize_population(population_size)
general_best_fitness=np.inf
general_best_individual=None
# Genetik algoritma ana döngüsü
for generation in range(num_generations):
    # Uygunluk değerlerini hesapla
    fitness_scores = [evaluate_individual(individual,generation) for individual in population]
    
    # En iyi bireyi seç
    best_individual_index = min(range(len(fitness_scores)), key=lambda i: fitness_scores[i])
    best_individual = population[best_individual_index]
    best_fitness = fitness_scores[best_individual_index]
    print(f"Generation {generation}: Best individual - {best_individual}, Best fitness - {best_fitness}")
    if(best_fitness<general_best_fitness):
        general_best_fitness=best_fitness
        general_best_individual=best_individual
    # Yeni nesil oluştur
    new_population = []
    while len(new_population) < population_size:
        parent1, parent2 = selection(population, fitness_scores, k=2)
        child1, child2 = crossover(parent1, parent2)
        child1 = mutate(child1)
        child2 = mutate(child2)
        new_population.extend([child1, child2])
    
    population = new_population[:population_size]
print(f"Best individual - {general_best_individual}, Best fitness - {general_best_fitness}")
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3506 |  0.3474  |   0.2972  | 0.3474 |  0.2624  | 0.0073 |     0.0055    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2655 |  0.5325  |   0.3888  | 0.5325 |  0.4410  | 0.3243 |     0.2862    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.1270 |  0.5714  |   0.4316  | 0.5714 |  0.4917  | 0.3313 |     0.3112    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2769 |  0.5000  |   0.4109  | 0.5000 |  0.4106  | 0.3125 |     0.2399    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1216 |  0.5731  |   0.4328  | 0.5731 |  0.4931  | 0.3343 |     0.3141    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.0842 |  0.5584  |   0.3906  | 0.5584 |  0.4570  | 0.3567 |     0.3215    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.0712 |  0.5909  |   0.4488  | 0.5909 |  0.5084  | 0.3664 |     0.3416    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.0480 |  0.5584  |   0.3947  | 0.5584 |  0.4597  | 0.3589 |     0.3247    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.30batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0604 |  0.5974  |   0.4524  | 0.5974 |  0.5144  | 0.3769 |     0.3537    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 14.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0550 |  0.5649  |   0.3917  | 0.5649 |  0.4615  | 0.3656 |     0.3320    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0414 |  0.6055  |   0.4588  | 0.6055 |  0.5212  | 0.3913 |     0.3669    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0860 |  0.5649  |   0.3940  | 0.5649 |  0.4611  | 0.3685 |     0.3314    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0458 |  0.6315  |   0.4774  | 0.6315 |  0.5436  | 0.4345 |     0.4082    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0488 |  0.5974  |   0.4195  | 0.5974 |  0.4915  | 0.4216 |     0.3838    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9740 |  0.6429  |   0.4852  | 0.6429 |  0.5530  | 0.4534 |     0.4260    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0406 |  0.5779  |   0.4269  | 0.5779 |  0.4799  | 0.4062 |     0.3559    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9557 |  0.6445  |   0.4865  | 0.6445 |  0.5545  | 0.4562 |     0.4288    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 0.9784 |  0.6039  |   0.4209  | 0.6039 |  0.4957  | 0.4305 |     0.3933    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9625 |  0.6558  |   0.6318  | 0.6558 |  0.5669  | 0.4760 |     0.4476    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0495 |  0.5714  |   0.3976  | 0.5714 |  0.4666  | 0.3782 |     0.3416    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.8858 |  0.6607  |   0.6338  | 0.6607 |  0.5751  | 0.4837 |     0.4557    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9243 |  0.6169  |   0.5171  | 0.6169 |  0.5516  | 0.4468 |     0.4266    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.49batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8191 |  0.6721  |   0.6340  | 0.6721 |  0.6059  | 0.5022 |     0.4809    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9140 |  0.6169  |   0.5833  | 0.6169 |  0.5463  | 0.4502 |     0.4226    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.7442 |  0.7273  |   0.7166  | 0.7273 |  0.7011  | 0.5908 |     0.5809    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0048 |  0.6234  |   0.5822  | 0.6234 |  0.5848  | 0.4571 |     0.4471    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.7188 |  0.7419  |   0.7326  | 0.7419 |  0.7300  | 0.6153 |     0.6119    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0523 |  0.6169  |   0.6272  | 0.6169 |  0.5923  | 0.4631 |     0.4461    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.6759 |  0.7532  |   0.7450  | 0.7532 |  0.7445  | 0.6333 |     0.6312    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9595 |  0.6104  |   0.6044  | 0.6104 |  0.5992  | 0.4453 |     0.4415    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6274 |  0.7776  |   0.7753  | 0.7776 |  0.7688  | 0.6702 |     0.6658    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.1161 |  0.6104  |   0.5779  | 0.6104 |  0.5753  | 0.4386 |     0.4302    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.5262 |  0.8214  |   0.8201  | 0.8214 |  0.8201  | 0.7384 |     0.7382    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.3847 |  0.6169  |   0.6033  | 0.6169 |  0.5989  | 0.4542 |     0.4500    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.4782 |  0.8198  |   0.8169  | 0.8198 |  0.8159  | 0.7338 |     0.7324    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.3947 |  0.5909  |   0.5885  | 0.5909 |  0.5483  | 0.4148 |     0.3959    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.5343 |  0.7841  |   0.7829  | 0.7841 |  0.7823  | 0.6827 |     0.6821    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.4134 |  0.5649  |   0.5415  | 0.5649 |  0.5356  | 0.3787 |     0.3680    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.4260 |  0.8393  |   0.8363  | 0.8393 |  0.8363  | 0.7632 |     0.7624    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.3381 |  0.6234  |   0.5834  | 0.6234 |  0.5876  | 0.4575 |     0.4493    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.3291 |  0.8799  |   0.8802  | 0.8799 |  0.8776  | 0.8236 |     0.8220    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.5764 |  0.6039  |   0.5738  | 0.6039 |  0.5776  | 0.4300 |     0.4244    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.3373 |  0.8685  |   0.8688  | 0.8685 |  0.8684  | 0.8079 |     0.8076    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.8025 |  0.6299  |   0.6183  | 0.6299 |  0.5917  | 0.4666 |     0.4534    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.2467 |  0.9123  |   0.9136  | 0.9123 |  0.9117  | 0.8716 |     0.8709    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.8052 |  0.5974  |   0.5811  | 0.5974 |  0.5821  | 0.4299 |     0.4249    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.2245 |  0.9205  |   0.9203  | 0.9205 |  0.9199  | 0.8835 |     0.8831    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.8025 |  0.6169  |   0.6131  | 0.6169 |  0.6119  | 0.4621 |     0.4602    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.1389 |  0.9545  |   0.9545  | 0.9545 |  0.9545  | 0.9335 |     0.9335    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 2.2118 |  0.5844  |   0.5607  | 0.5844 |  0.5646  | 0.4059 |     0.4011    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2161 |  0.9383  |   0.9387  | 0.9383 |  0.9384  | 0.9100 |     0.9099    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 2.3757 |  0.6364  |   0.6066  | 0.6364 |  0.6036  | 0.4826 |     0.4688    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.1871 |  0.9318  |   0.9315  | 0.9318 |  0.9316  | 0.9002 |     0.9002    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 2.1199 |  0.6104  |   0.5877  | 0.6104 |  0.5937  | 0.4452 |     0.4419    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.1512 |  0.9367  |   0.9365  | 0.9367 |  0.9362  | 0.9072 |     0.9070    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 2.9048 |  0.6234  |   0.6362  | 0.6234 |  0.6170  | 0.4733 |     0.4660    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.1871 |  0.9334  |   0.9334  | 0.9334 |  0.9332  | 0.9026 |     0.9024    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.2395 |  0.6169  |   0.6029  | 0.6169 |  0.5994  | 0.4521 |     0.4477    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1670 |  0.9399  |   0.9392  | 0.9399 |  0.9393  | 0.9120 |     0.9118    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.9448 |  0.5714  |   0.5794  | 0.5714 |  0.5747  | 0.4015 |     0.4011    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1086 |  0.9643  |   0.9652  | 0.9643 |  0.9642  | 0.9481 |     0.9477    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 3.0318 |  0.5779  |   0.5731  | 0.5779 |  0.5702  | 0.4013 |     0.3992    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.2205 |  0.9286  |   0.9293  | 0.9286 |  0.9287  | 0.8960 |     0.8958    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.7299 |  0.5519  |   0.5501  | 0.5519 |  0.5178  | 0.3714 |     0.3474    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.2840 |  0.9042  |   0.9048  | 0.9042 |  0.9040  | 0.8597 |     0.8594    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.3260 |  0.6364  |   0.6507  | 0.6364 |  0.6211  | 0.4897 |     0.4776    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1578 |  0.9432  |   0.9435  | 0.9432 |  0.9431  | 0.9172 |     0.9170    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.0949 |  0.6234  |   0.5833  | 0.6234 |  0.5892  | 0.4575 |     0.4487    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1251 |  0.9594  |   0.9595  | 0.9594 |  0.9594  | 0.9407 |     0.9407    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.6456 |  0.6039  |   0.5829  | 0.6039 |  0.5896  | 0.4344 |     0.4324    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1215 |  0.9692  |   0.9691  | 0.9692 |  0.9691  | 0.9549 |     0.9549    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.9065 |  0.6429  |   0.6273  | 0.6429 |  0.6146  | 0.4902 |     0.4777    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.0867 |  0.9692  |   0.9690  | 0.9692 |  0.9689  | 0.9549 |     0.9548    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 3.1698 |  0.6039  |   0.5841  | 0.6039 |  0.5836  | 0.4342 |     0.4284    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0542 |  0.9773  |   0.9773  | 0.9773 |  0.9773  | 0.9668 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 3.2836 |  0.5779  |   0.5490  | 0.5779 |  0.5589  | 0.3954 |     0.3931    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0498 |  0.9805  |   0.9807  | 0.9805 |  0.9805  | 0.9715 |     0.9715    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 3.3632 |  0.6169  |   0.5846  | 0.6169 |  0.5947  | 0.4514 |     0.4475    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0377 |  0.9870  |   0.9872  | 0.9870 |  0.9870  | 0.9811 |     0.9810    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 3.1952 |  0.6169  |   0.6160  | 0.6169 |  0.6163  | 0.4609 |     0.4608    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0169 |  0.9951  |   0.9951  | 0.9951 |  0.9951  | 0.9929 |     0.9929    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 3.6911 |  0.6364  |   0.6151  | 0.6364 |  0.6201  | 0.4809 |     0.4775    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0328 |  0.9919  |   0.9919  | 0.9919 |  0.9919  | 0.9881 |     0.9881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 4.0669 |  0.6299  |   0.6077  | 0.6299 |  0.6106  | 0.4714 |     0.4659    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0377 |  0.9886  |   0.9887  | 0.9886 |  0.9886  | 0.9834 |     0.9834    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.9252 |  0.6364  |   0.6167  | 0.6364 |  0.6208  | 0.4799 |     0.4768    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0489 |  0.9838  |   0.9844  | 0.9838 |  0.9838  | 0.9765 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.7140 |  0.6429  |   0.6161  | 0.6429 |  0.6227  | 0.4883 |     0.4842    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.36batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0461 |  0.9805  |   0.9809  | 0.9805 |  0.9803  | 0.9716 |     0.9714    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.7852 |  0.6039  |   0.5911  | 0.6039 |  0.5921  | 0.4330 |     0.4305    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.26batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0784 |  0.9756  |   0.9757  | 0.9756 |  0.9756  | 0.9644 |     0.9644    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 4.2492 |  0.6429  |   0.6367  | 0.6429 |  0.6292  | 0.4920 |     0.4866    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.46batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0563 |  0.9870  |   0.9872  | 0.9870 |  0.9869  | 0.9811 |     0.9809    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.6941 |  0.6039  |   0.5888  | 0.6039 |  0.5932  | 0.4361 |     0.4347    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0601 |  0.9886  |   0.9887  | 0.9886 |  0.9886  | 0.9834 |     0.9834    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 3.5225 |  0.5714  |   0.5414  | 0.5714 |  0.5543  | 0.3882 |     0.3868    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0482 |  0.9870  |   0.9872  | 0.9870 |  0.9870  | 0.9811 |     0.9811    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 3.8920 |  0.6039  |   0.5657  | 0.6039 |  0.5757  | 0.4327 |     0.4262    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0448 |  0.9919  |   0.9920  | 0.9919 |  0.9919  | 0.9882 |     0.9881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 3.7585 |  0.6234  |   0.6114  | 0.6234 |  0.6155  | 0.4646 |     0.4635    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9140313848853111
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3830 |  0.3977  |   0.3067  | 0.3977 |  0.3154  | 0.0318 |     0.0244    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2764 |  0.3701  |   0.2998  | 0.3701 |  0.2158  | 0.0711 |     0.0210    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   2   | Train | 1.2791 |  0.3523  |   0.2589  | 0.3523 |  0.2691  | -0.0420 |    -0.0318    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3471 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2525 |  0.4919  |   0.3782  | 0.4919 |  0.4144  | 0.2043 |     0.1795    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.3390 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1491 |  0.5438  |   0.4343  | 0.5438 |  0.4677  | 0.3060 |     0.2707    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.5261 |  0.5260  |   0.3802  | 0.5260 |  0.4283  | 0.3149 |     0.2697    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.2186 |  0.5422  |   0.4426  | 0.5422 |  0.4735  | 0.2975 |     0.2724    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.2639 |  0.5779  |   0.4054  | 0.5779 |  0.4752  | 0.3888 |     0.3540    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.1653 |  0.5909  |   0.4462  | 0.5909 |  0.5084  | 0.3646 |     0.3424    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.1831 |  0.5325  |   0.3852  | 0.5325 |  0.4315  | 0.3299 |     0.2794    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0910 |  0.5958  |   0.4499  | 0.5958 |  0.5126  | 0.3732 |     0.3507    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0549 |  0.5714  |   0.3978  | 0.5714 |  0.4690  | 0.3755 |     0.3433    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0649 |  0.6039  |   0.4579  | 0.6039 |  0.5199  | 0.3888 |     0.3643    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.1717 |  0.4870  |   0.3529  | 0.4870 |  0.3831  | 0.2618 |     0.2079    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0400 |  0.6104  |   0.4615  | 0.6104 |  0.5248  | 0.3987 |     0.3733    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0106 |  0.5974  |   0.4235  | 0.5974 |  0.4932  | 0.4239 |     0.3842    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9925 |  0.6396  |   0.4852  | 0.6396 |  0.5513  | 0.4491 |     0.4214    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0084 |  0.6169  |   0.4312  | 0.6169 |  0.5071  | 0.4527 |     0.4133    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9601 |  0.6461  |   0.4900  | 0.6461 |  0.5568  | 0.4602 |     0.4319    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0134 |  0.5909  |   0.4173  | 0.5909 |  0.4879  | 0.4107 |     0.3739    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9228 |  0.6526  |   0.4992  | 0.6526 |  0.5640  | 0.4734 |     0.4431    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9738 |  0.5909  |   0.5859  | 0.5909 |  0.5086  | 0.4224 |     0.3777    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9049 |  0.6656  |   0.5540  | 0.6656 |  0.5824  | 0.4928 |     0.4660    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9754 |  0.6169  |   0.4963  | 0.6169 |  0.5265  | 0.4483 |     0.4183    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8954 |  0.6672  |   0.5598  | 0.6672 |  0.5989  | 0.4962 |     0.4753    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0279 |  0.5909  |   0.5232  | 0.5909 |  0.5163  | 0.4345 |     0.3821    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.8595 |  0.6818  |   0.6770  | 0.6818 |  0.6151  | 0.5208 |     0.4966    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9956 |  0.6364  |   0.5459  | 0.6364 |  0.5683  | 0.4805 |     0.4538    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.7679 |  0.7208  |   0.6995  | 0.7208 |  0.6831  | 0.5811 |     0.5681    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 0.9935 |  0.5909  |   0.5410  | 0.5909 |  0.5437  | 0.4098 |     0.3940    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.7135 |  0.7321  |   0.7084  | 0.7321 |  0.6974  | 0.5985 |     0.5866    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9955 |  0.6039  |   0.6365  | 0.6039 |  0.5796  | 0.4451 |     0.4199    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6971 |  0.7500  |   0.7374  | 0.7500 |  0.7353  | 0.6278 |     0.6229    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.1047 |  0.6169  |   0.6454  | 0.6169 |  0.5891  | 0.4672 |     0.4361    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.6313 |  0.7630  |   0.7486  | 0.7630 |  0.7435  | 0.6473 |     0.6400    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.0255 |  0.6104  |   0.6112  | 0.6104 |  0.5995  | 0.4466 |     0.4397    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.5400 |  0.7808  |   0.7690  | 0.7808 |  0.7724  | 0.6761 |     0.6744    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.0769 |  0.6299  |   0.6298  | 0.6299 |  0.6049  | 0.4752 |     0.4574    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.4569 |  0.8409  |   0.8390  | 0.8409 |  0.8323  | 0.7659 |     0.7617    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.2922 |  0.5779  |   0.6186  | 0.5779 |  0.5882  | 0.4237 |     0.4174    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.4153 |  0.8409  |   0.8365  | 0.8409 |  0.8369  | 0.7655 |     0.7643    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.4041 |  0.5390  |   0.5136  | 0.5390 |  0.5245  | 0.3437 |     0.3427    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.4674 |  0.8279  |   0.8268  | 0.8279 |  0.8272  | 0.7481 |     0.7481    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.3245 |  0.6039  |   0.6004  | 0.6039 |  0.6004  | 0.4403 |     0.4391    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.4065 |  0.8360  |   0.8367  | 0.8360 |  0.8292  | 0.7574 |     0.7539    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.3036 |  0.5325  |   0.5695  | 0.5325 |  0.5460  | 0.3607 |     0.3583    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3978 |  0.8506  |   0.8482  | 0.8506 |  0.8490  | 0.7809 |     0.7806    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.2754 |  0.5844  |   0.5586  | 0.5844 |  0.5689  | 0.4069 |     0.4053    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3453 |  0.8864  |   0.8846  | 0.8864 |  0.8851  | 0.8331 |     0.8329    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.5934 |  0.5519  |   0.5369  | 0.5519 |  0.5438  | 0.3654 |     0.3650    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.3106 |  0.8766  |   0.8765  | 0.8766 |  0.8732  | 0.8186 |     0.8165    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.4725 |  0.6169  |   0.6286  | 0.6169 |  0.6080  | 0.4634 |     0.4519    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2674 |  0.9058  |   0.9070  | 0.9058 |  0.9054  | 0.8620 |     0.8614    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.7279 |  0.5844  |   0.5963  | 0.5844 |  0.5892  | 0.4201 |     0.4196    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.2351 |  0.9221  |   0.9226  | 0.9221 |  0.9218  | 0.8857 |     0.8854    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.6103 |  0.6169  |   0.6136  | 0.6169 |  0.6133  | 0.4577 |     0.4564    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1846 |  0.9367  |   0.9368  | 0.9367 |  0.9367  | 0.9075 |     0.9075    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.0436 |  0.6169  |   0.6172  | 0.6169 |  0.6074  | 0.4574 |     0.4504    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.2610 |  0.9107  |   0.9104  | 0.9107 |  0.9099  | 0.8689 |     0.8685    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.2217 |  0.5779  |   0.5670  | 0.5779 |  0.5648  | 0.4022 |     0.3965    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.2668 |  0.9107  |   0.9131  | 0.9107 |  0.9106  | 0.8699 |     0.8690    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.1883 |  0.5844  |   0.5890  | 0.5844 |  0.5784  | 0.4093 |     0.4055    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1890 |  0.9334  |   0.9339  | 0.9334 |  0.9335  | 0.9028 |     0.9027    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.5031 |  0.5909  |   0.5676  | 0.5909 |  0.5690  | 0.4112 |     0.4065    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.2090 |  0.9269  |   0.9264  | 0.9269 |  0.9263  | 0.8929 |     0.8926    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.0629 |  0.6104  |   0.6035  | 0.6104 |  0.5983  | 0.4451 |     0.4397    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1573 |  0.9464  |   0.9464  | 0.9464 |  0.9460  | 0.9217 |     0.9213    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.9828 |  0.6299  |   0.6338  | 0.6299 |  0.6285  | 0.4783 |     0.4762    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1417 |  0.9562  |   0.9559  | 0.9562 |  0.9558  | 0.9359 |     0.9357    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.2234 |  0.5974  |   0.5986  | 0.5974 |  0.5916  | 0.4322 |     0.4274    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1141 |  0.9692  |   0.9694  | 0.9692 |  0.9690  | 0.9550 |     0.9548    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.6132 |  0.5909  |   0.6139  | 0.5909 |  0.5995  | 0.4325 |     0.4311    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0920 |  0.9740  |   0.9742  | 0.9740 |  0.9740  | 0.9620 |     0.9620    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.8209 |  0.5584  |   0.5645  | 0.5584 |  0.5528  | 0.3742 |     0.3698    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0922 |  0.9724  |   0.9724  | 0.9724 |  0.9722  | 0.9596 |     0.9596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.3996 |  0.5714  |   0.6151  | 0.5714 |  0.5878  | 0.4109 |     0.4083    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0656 |  0.9740  |   0.9741  | 0.9740 |  0.9740  | 0.9620 |     0.9620    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.5675 |  0.6169  |   0.6473  | 0.6169 |  0.6229  | 0.4686 |     0.4632    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0736 |  0.9838  |   0.9841  | 0.9838 |  0.9838  | 0.9764 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.8539 |  0.6104  |   0.5837  | 0.6104 |  0.5883  | 0.4479 |     0.4425    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0555 |  0.9789  |   0.9792  | 0.9789 |  0.9787  | 0.9692 |     0.9690    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 3.1725 |  0.5779  |   0.6046  | 0.5779 |  0.5848  | 0.4120 |     0.4084    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0776 |  0.9724  |   0.9726  | 0.9724 |  0.9723  | 0.9597 |     0.9596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.0697 |  0.5909  |   0.5857  | 0.5909 |  0.5821  | 0.4207 |     0.4160    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1308 |  0.9610  |   0.9615  | 0.9610 |  0.9611  | 0.9431 |     0.9430    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.4716 |  0.5779  |   0.5586  | 0.5779 |  0.5609  | 0.3996 |     0.3950    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1111 |  0.9659  |   0.9665  | 0.9659 |  0.9658  | 0.9502 |     0.9499    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.4328 |  0.6039  |   0.6149  | 0.6039 |  0.6027  | 0.4398 |     0.4365    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0671 |  0.9838  |   0.9841  | 0.9838 |  0.9839  | 0.9764 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.7676 |  0.5974  |   0.5844  | 0.5974 |  0.5846  | 0.4240 |     0.4197    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0416 |  0.9870  |   0.9873  | 0.9870 |  0.9870  | 0.9811 |     0.9810    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.7767 |  0.6039  |   0.6004  | 0.6039 |  0.6008  | 0.4389 |     0.4379    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0662 |  0.9886  |   0.9888  | 0.9886 |  0.9886  | 0.9834 |     0.9834    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 3.4203 |  0.5909  |   0.5811  | 0.5909 |  0.5745  | 0.4177 |     0.4134    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1414 |  0.9610  |   0.9611  | 0.9610 |  0.9609  | 0.9430 |     0.9429    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 3.1148 |  0.5584  |   0.5543  | 0.5584 |  0.5529  | 0.3817 |     0.3797    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.1725 |  0.9497  |   0.9499  | 0.9497 |  0.9498  | 0.9266 |     0.9266    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.9081 |  0.5779  |   0.5809  | 0.5779 |  0.5687  | 0.4025 |     0.3991    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9737897366285324
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.3742 |  0.3588  |   0.2496  | 0.3588 |  0.2397  | -0.0325 |    -0.0184    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2708 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.1334 |  0.5666  |   0.4283  | 0.5666 |  0.4875  | 0.3239 |     0.3041    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.1069 |  0.5519  |   0.3881  | 0.5519 |  0.4534  | 0.3471 |     0.3146    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1392 |  0.5633  |   0.4302  | 0.5633 |  0.4850  | 0.3224 |     0.2999    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.0734 |  0.5844  |   0.4058  | 0.5844 |  0.4787  | 0.3972 |     0.3624    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.0661 |  0.5877  |   0.4463  | 0.5877 |  0.5051  | 0.3614 |     0.3362    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1882 |  0.5455  |   0.4095  | 0.5455 |  0.4517  | 0.3585 |     0.3070    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0691 |  0.6120  |   0.4621  | 0.6120 |  0.5266  | 0.4008 |     0.3766    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1539 |  0.5195  |   0.3985  | 0.5195 |  0.4289  | 0.3223 |     0.2681    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0626 |  0.5990  |   0.4531  | 0.5990 |  0.5155  | 0.3795 |     0.3562    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0552 |  0.5974  |   0.4158  | 0.5974 |  0.4903  | 0.4190 |     0.3831    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 0.9682 |  0.6266  |   0.4733  | 0.6266 |  0.5385  | 0.4266 |     0.3994    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0833 |  0.5649  |   0.4142  | 0.5649 |  0.4681  | 0.3820 |     0.3359    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0009 |  0.6331  |   0.4782  | 0.6331 |  0.5448  | 0.4369 |     0.4106    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0140 |  0.5974  |   0.4166  | 0.5974 |  0.4906  | 0.4196 |     0.3833    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0203 |  0.6380  |   0.4833  | 0.6380 |  0.5495  | 0.4462 |     0.4188    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0838 |  0.5714  |   0.3969  | 0.5714 |  0.4665  | 0.3776 |     0.3418    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9530 |  0.6445  |   0.4863  | 0.6445 |  0.5540  | 0.4565 |     0.4284    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 0.9928 |  0.5779  |   0.4091  | 0.5779 |  0.4766  | 0.3910 |     0.3544    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9641 |  0.6591  |   0.5004  | 0.6591 |  0.5681  | 0.4829 |     0.4528    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.1551 |  0.5714  |   0.4514  | 0.5714 |  0.4798  | 0.4174 |     0.3472    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9358 |  0.6396  |   0.4825  | 0.6396 |  0.5499  | 0.4480 |     0.4207    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9706 |  0.6039  |   0.5030  | 0.6039 |  0.5073  | 0.4312 |     0.3960    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8568 |  0.6705  |   0.6526  | 0.6705 |  0.6185  | 0.5009 |     0.4841    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0730 |  0.5844  |   0.4893  | 0.5844 |  0.5230  | 0.3969 |     0.3789    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8077 |  0.6867  |   0.6598  | 0.6867 |  0.6455  | 0.5284 |     0.5161    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9240 |  0.6234  |   0.6211  | 0.6234 |  0.5751  | 0.4561 |     0.4398    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7770 |  0.7208  |   0.7093  | 0.7208 |  0.6980  | 0.5813 |     0.5729    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.1381 |  0.6039  |   0.5362  | 0.6039 |  0.5354  | 0.4261 |     0.4064    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.8088 |  0.6997  |   0.6943  | 0.6997 |  0.6802  | 0.5492 |     0.5436    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0805 |  0.5519  |   0.5013  | 0.5519 |  0.4978  | 0.3454 |     0.3323    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.6868 |  0.7321  |   0.7173  | 0.7321 |  0.7113  | 0.5986 |     0.5917    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9430 |  0.6169  |   0.5885  | 0.6169 |  0.5922  | 0.4488 |     0.4431    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6140 |  0.7549  |   0.7454  | 0.7549 |  0.7477  | 0.6365 |     0.6351    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0916 |  0.6234  |   0.6400  | 0.6234 |  0.6059  | 0.4685 |     0.4620    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.5482 |  0.7955  |   0.8001  | 0.7955 |  0.7912  | 0.6974 |     0.6955    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.2856 |  0.5909  |   0.5776  | 0.5909 |  0.5728  | 0.4247 |     0.4186    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.5092 |  0.8052  |   0.8007  | 0.8052 |  0.8013  | 0.7122 |     0.7113    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.3834 |  0.6234  |   0.6171  | 0.6234 |  0.6195  | 0.4704 |     0.4700    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.4592 |  0.8117  |   0.8107  | 0.8117 |  0.8105  | 0.7232 |     0.7230    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.2465 |  0.6494  |   0.6422  | 0.6494 |  0.6387  | 0.5043 |     0.4994    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.3775 |  0.8669  |   0.8666  | 0.8669 |  0.8655  | 0.8046 |     0.8038    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.2756 |  0.6494  |   0.6478  | 0.6494 |  0.6476  | 0.5043 |     0.5039    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.2993 |  0.8912  |   0.8933  | 0.8912 |  0.8917  | 0.8412 |     0.8410    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.6096 |  0.6494  |   0.6421  | 0.6494 |  0.6326  | 0.4984 |     0.4917    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.5656 |  0.8344  |   0.8381  | 0.8344 |  0.8347  | 0.7572 |     0.7566    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.2296 |  0.6234  |   0.6127  | 0.6234 |  0.6003  | 0.4653 |     0.4536    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.4232 |  0.8377  |   0.8323  | 0.8377 |  0.8327  | 0.7606 |     0.7594    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.2652 |  0.6364  |   0.6439  | 0.6364 |  0.6153  | 0.4814 |     0.4740    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2803 |  0.9026  |   0.9016  | 0.9026 |  0.9019  | 0.8571 |     0.8570    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.6735 |  0.6234  |   0.6075  | 0.6234 |  0.6121  | 0.4639 |     0.4617    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2316 |  0.9123  |   0.9150  | 0.9123 |  0.9129  | 0.8728 |     0.8722    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.8338 |  0.6558  |   0.6419  | 0.6558 |  0.6452  | 0.5091 |     0.5070    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2016 |  0.9172  |   0.9167  | 0.9172 |  0.9163  | 0.8784 |     0.8780    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.9710 |  0.6169  |   0.5886  | 0.6169 |  0.5897  | 0.4491 |     0.4415    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.2400 |  0.9156  |   0.9154  | 0.9156 |  0.9150  | 0.8763 |     0.8761    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.9259 |  0.6299  |   0.6210  | 0.6299 |  0.6208  | 0.4748 |     0.4718    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1890 |  0.9188  |   0.9187  | 0.9188 |  0.9186  | 0.8812 |     0.8811    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.3174 |  0.6234  |   0.6161  | 0.6234 |  0.6069  | 0.4680 |     0.4589    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1665 |  0.9432  |   0.9436  | 0.9432 |  0.9431  | 0.9170 |     0.9169    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.5254 |  0.6104  |   0.6025  | 0.6104 |  0.5962  | 0.4447 |     0.4388    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1354 |  0.9513  |   0.9513  | 0.9513 |  0.9513  | 0.9288 |     0.9288    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.6125 |  0.6364  |   0.6172  | 0.6364 |  0.6142  | 0.4768 |     0.4703    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1319 |  0.9562  |   0.9564  | 0.9562 |  0.9562  | 0.9359 |     0.9359    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.8827 |  0.6299  |   0.6316  | 0.6299 |  0.6187  | 0.4733 |     0.4681    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.2740 |  0.9123  |   0.9123  | 0.9123 |  0.9117  | 0.8716 |     0.8711    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.75batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.9926 |  0.6169  |   0.6122  | 0.6169 |  0.6059  | 0.4544 |     0.4505    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.2784 |  0.8961  |   0.8965  | 0.8961 |  0.8962  | 0.8485 |     0.8484    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.0500 |  0.6299  |   0.6120  | 0.6299 |  0.6098  | 0.4681 |     0.4624    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.2774 |  0.9237  |   0.9233  | 0.9237 |  0.9235  | 0.8883 |     0.8883    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.4119 |  0.6104  |   0.6421  | 0.6104 |  0.5849  | 0.4466 |     0.4291    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.2500 |  0.9172  |   0.9169  | 0.9172 |  0.9168  | 0.8786 |     0.8785    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.1021 |  0.6494  |   0.6413  | 0.6494 |  0.6346  | 0.4989 |     0.4949    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.2067 |  0.9334  |   0.9334  | 0.9334 |  0.9332  | 0.9025 |     0.9024    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.6395 |  0.5649  |   0.5289  | 0.5649 |  0.5332  | 0.3745 |     0.3661    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.2501 |  0.9253  |   0.9251  | 0.9253 |  0.9249  | 0.8907 |     0.8905    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.8428 |  0.5844  |   0.5684  | 0.5844 |  0.5669  | 0.4073 |     0.4010    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1478 |  0.9432  |   0.9432  | 0.9432 |  0.9426  | 0.9167 |     0.9164    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.2478 |  0.6169  |   0.5922  | 0.6169 |  0.6003  | 0.4516 |     0.4491    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1050 |  0.9692  |   0.9691  | 0.9692 |  0.9691  | 0.9549 |     0.9549    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.6408 |  0.6364  |   0.6213  | 0.6364 |  0.6223  | 0.4819 |     0.4778    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1041 |  0.9740  |   0.9743  | 0.9740 |  0.9739  | 0.9621 |     0.9619    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.8476 |  0.6104  |   0.6045  | 0.6104 |  0.5978  | 0.4494 |     0.4423    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1059 |  0.9675  |   0.9678  | 0.9675 |  0.9676  | 0.9526 |     0.9526    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.4681 |  0.6558  |   0.6750  | 0.6558 |  0.6323  | 0.5080 |     0.4972    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0773 |  0.9708  |   0.9709  | 0.9708 |  0.9708  | 0.9573 |     0.9573    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.6441 |  0.6169  |   0.6026  | 0.6169 |  0.6027  | 0.4546 |     0.4502    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0894 |  0.9708  |   0.9709  | 0.9708 |  0.9705  | 0.9573 |     0.9571    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.5348 |  0.6104  |   0.6059  | 0.6104 |  0.6038  | 0.4490 |     0.4474    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0702 |  0.9773  |   0.9779  | 0.9773 |  0.9774  | 0.9670 |     0.9669    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.0941 |  0.6299  |   0.6148  | 0.6299 |  0.6059  | 0.4712 |     0.4606    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0905 |  0.9838  |   0.9837  | 0.9838 |  0.9837  | 0.9763 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.7894 |  0.6104  |   0.5840  | 0.6104 |  0.5895  | 0.4401 |     0.4358    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1007 |  0.9692  |   0.9692  | 0.9692 |  0.9691  | 0.9548 |     0.9548    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.7553 |  0.6169  |   0.5918  | 0.6169 |  0.5948  | 0.4530 |     0.4470    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0882 |  0.9773  |   0.9771  | 0.9773 |  0.9771  | 0.9668 |     0.9667    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.4611 |  0.6688  |   0.6515  | 0.6688 |  0.6522  | 0.5273 |     0.5233    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0451 |  0.9886  |   0.9887  | 0.9886 |  0.9886  | 0.9834 |     0.9834    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.7899 |  0.6104  |   0.5844  | 0.6104 |  0.5827  | 0.4400 |     0.4316    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9239895701408386
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  2.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.3643 |  0.3442  |   0.2852  | 0.3442 |  0.2682  | -0.0484 |    -0.0366    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2745 |  0.3766  |   0.2612  | 0.3766 |  0.2292  | 0.0774 |     0.0318    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2445 |  0.3977  |   0.3292  | 0.3977 |  0.2523  | 0.0524 |     0.0197    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2564 |  0.3636  |   0.2154  | 0.3636 |  0.2037  | 0.0369 |     0.0109    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2103 |  0.4448  |   0.3571  | 0.4448 |  0.3480  | 0.1393 |     0.0997    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2538 |  0.3636  |   0.1994  | 0.3636 |  0.2044  | 0.0337 |     0.0111    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1656 |  0.5146  |   0.4113  | 0.5146 |  0.4305  | 0.2590 |     0.2149    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.3556 |  0.5325  |   0.4026  | 0.5325 |  0.4416  | 0.3373 |     0.2873    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1392 |  0.5844  |   0.4418  | 0.5844 |  0.5030  | 0.3541 |     0.3326    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1009 |  0.5584  |   0.3911  | 0.5584 |  0.4593  | 0.3551 |     0.3239    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0789 |  0.5909  |   0.4472  | 0.5909 |  0.5086  | 0.3657 |     0.3432    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0725 |  0.5714  |   0.4129  | 0.5714 |  0.4721  | 0.3887 |     0.3454    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0566 |  0.5974  |   0.4520  | 0.5974 |  0.5143  | 0.3765 |     0.3536    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.90batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0921 |  0.5584  |   0.4105  | 0.5584 |  0.4614  | 0.3740 |     0.3263    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0666 |  0.5844  |   0.4425  | 0.5844 |  0.5029  | 0.3552 |     0.3330    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0523 |  0.5714  |   0.4070  | 0.5714 |  0.4715  | 0.3827 |     0.3448    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0282 |  0.6039  |   0.4562  | 0.6039 |  0.5196  | 0.3873 |     0.3638    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0176 |  0.5714  |   0.4151  | 0.5714 |  0.4719  | 0.3916 |     0.3457    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 1.0128 |  0.6185  |   0.4702  | 0.6185 |  0.5326  | 0.4152 |     0.3880    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0566 |  0.5779  |   0.4045  | 0.5779 |  0.4721  | 0.3915 |     0.3512    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 1.0004 |  0.5974  |   0.4527  | 0.5974 |  0.5146  | 0.3770 |     0.3541    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0365 |  0.5909  |   0.4113  | 0.5909 |  0.4848  | 0.4084 |     0.3733    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9671 |  0.6234  |   0.4734  | 0.6234 |  0.5380  | 0.4206 |     0.3963    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0391 |  0.5779  |   0.4786  | 0.5779 |  0.4847  | 0.3867 |     0.3561    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9293 |  0.6282  |   0.5767  | 0.6282 |  0.5480  | 0.4285 |     0.4044    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0492 |  0.5714  |   0.5742  | 0.5714 |  0.4848  | 0.3971 |     0.3474    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.9328 |  0.6412  |   0.6197  | 0.6412 |  0.5658  | 0.4516 |     0.4282    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9892 |  0.5714  |   0.4475  | 0.5714 |  0.4852  | 0.3767 |     0.3503    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.8365 |  0.6575  |   0.6278  | 0.6575 |  0.6149  | 0.4796 |     0.4666    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9835 |  0.5844  |   0.6100  | 0.5844 |  0.5004  | 0.3958 |     0.3680    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.8316 |  0.6640  |   0.6583  | 0.6640 |  0.6225  | 0.4930 |     0.4757    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0041 |  0.5779  |   0.5730  | 0.5779 |  0.5416  | 0.3971 |     0.3758    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.7605 |  0.6981  |   0.6749  | 0.6981 |  0.6613  | 0.5453 |     0.5333    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9449 |  0.6169  |   0.5790  | 0.6169 |  0.5837  | 0.4494 |     0.4396    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.7150 |  0.6851  |   0.6598  | 0.6851 |  0.6604  | 0.5273 |     0.5209    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0560 |  0.6364  |   0.6155  | 0.6364 |  0.5963  | 0.4789 |     0.4623    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.6981 |  0.7273  |   0.7153  | 0.7273 |  0.7163  | 0.5936 |     0.5908    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.0951 |  0.6039  |   0.6001  | 0.6039 |  0.5857  | 0.4363 |     0.4266    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.6679 |  0.7386  |   0.7256  | 0.7386 |  0.7243  | 0.6100 |     0.6056    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 0.9372 |  0.6299  |   0.6357  | 0.6299 |  0.6227  | 0.4754 |     0.4698    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.29batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.6113 |  0.7906  |   0.7869  | 0.7906 |  0.7849  | 0.6899 |     0.6876    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.0801 |  0.6494  |   0.6271  | 0.6494 |  0.6295  | 0.4973 |     0.4923    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.5983 |  0.7922  |   0.7884  | 0.7922 |  0.7894  | 0.6938 |     0.6932    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.0997 |  0.6429  |   0.6328  | 0.6429 |  0.5956  | 0.4884 |     0.4670    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.5611 |  0.7971  |   0.7931  | 0.7971 |  0.7899  | 0.6987 |     0.6960    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.1561 |  0.6494  |   0.6653  | 0.6494 |  0.6467  | 0.5091 |     0.5016    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.5181 |  0.8101  |   0.8051  | 0.8101 |  0.8037  | 0.7187 |     0.7166    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.3199 |  0.6558  |   0.6542  | 0.6558 |  0.6440  | 0.5162 |     0.5095    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.4976 |  0.8068  |   0.8096  | 0.8068 |  0.8063  | 0.7169 |     0.7159    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.1942 |  0.6623  |   0.6461  | 0.6623 |  0.6452  | 0.5172 |     0.5122    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.4495 |  0.8182  |   0.8142  | 0.8182 |  0.8147  | 0.7325 |     0.7314    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.4441 |  0.6623  |   0.6941  | 0.6623 |  0.6495  | 0.5192 |     0.5126    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.4286 |  0.8247  |   0.8254  | 0.8247 |  0.8236  | 0.7447 |     0.7435    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.4730 |  0.6429  |   0.6687  | 0.6429 |  0.6353  | 0.5041 |     0.4962    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.4066 |  0.8523  |   0.8515  | 0.8523 |  0.8506  | 0.7835 |     0.7825    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.78batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.5004 |  0.6234  |   0.6531  | 0.6234 |  0.6249  | 0.4816 |     0.4749    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.3254 |  0.8815  |   0.8840  | 0.8815 |  0.8818  | 0.8271 |     0.8268    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.4846 |  0.6494  |   0.6331  | 0.6494 |  0.6342  | 0.5039 |     0.4993    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.4303 |  0.8474  |   0.8461  | 0.8474 |  0.8465  | 0.7761 |     0.7759    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.4629 |  0.6364  |   0.6317  | 0.6364 |  0.6174  | 0.4816 |     0.4733    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.2796 |  0.9058  |   0.9063  | 0.9058 |  0.9048  | 0.8616 |     0.8609    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.8523 |  0.6558  |   0.6564  | 0.6558 |  0.6482  | 0.5177 |     0.5120    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.2882 |  0.9107  |   0.9109  | 0.9107 |  0.9106  | 0.8691 |     0.8690    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.1778 |  0.6234  |   0.6232  | 0.6234 |  0.6015  | 0.4731 |     0.4552    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.3647 |  0.8782  |   0.8782  | 0.8782 |  0.8775  | 0.8211 |     0.8207    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.1284 |  0.6494  |   0.6407  | 0.6494 |  0.6255  | 0.5045 |     0.4933    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  2.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.3153 |  0.8977  |   0.8972  | 0.8977 |  0.8971  | 0.8501 |     0.8499    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 21.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.0277 |  0.6039  |   0.6058  | 0.6039 |  0.5770  | 0.4433 |     0.4216    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  2.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.3224 |  0.8977  |   0.8994  | 0.8977 |  0.8973  | 0.8507 |     0.8495    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.0704 |  0.6299  |   0.6256  | 0.6299 |  0.6120  | 0.4785 |     0.4672    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.2483 |  0.9075  |   0.9084  | 0.9075 |  0.9078  | 0.8650 |     0.8649    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.7787 |  0.6494  |   0.6557  | 0.6494 |  0.6418  | 0.5029 |     0.4990    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1839 |  0.9367  |   0.9368  | 0.9367 |  0.9359  | 0.9071 |     0.9067    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.0535 |  0.6494  |   0.6429  | 0.6494 |  0.6436  | 0.5021 |     0.5006    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  2.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.2251 |  0.9334  |   0.9346  | 0.9334 |  0.9338  | 0.9030 |     0.9028    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.1817 |  0.6753  |   0.6846  | 0.6753 |  0.6673  | 0.5458 |     0.5413    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.2932 |  0.9172  |   0.9170  | 0.9172 |  0.9170  | 0.8788 |     0.8787    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.3633 |  0.6558  |   0.6840  | 0.6558 |  0.6439  | 0.5100 |     0.4997    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.2131 |  0.9318  |   0.9319  | 0.9318 |  0.9312  | 0.8999 |     0.8995    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.0422 |  0.6883  |   0.6743  | 0.6883 |  0.6738  | 0.5596 |     0.5561    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.2064 |  0.9416  |   0.9411  | 0.9416 |  0.9411  | 0.9143 |     0.9141    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 3.4390 |  0.6883  |   0.6804  | 0.6883 |  0.6801  | 0.5577 |     0.5554    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1533 |  0.9481  |   0.9480  | 0.9481 |  0.9480  | 0.9240 |     0.9240    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.1899 |  0.6883  |   0.6802  | 0.6883 |  0.6814  | 0.5613 |     0.5592    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1451 |  0.9529  |   0.9527  | 0.9529 |  0.9526  | 0.9311 |     0.9310    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.7756 |  0.6623  |   0.6498  | 0.6623 |  0.6483  | 0.5209 |     0.5153    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1237 |  0.9594  |   0.9602  | 0.9594 |  0.9596  | 0.9408 |     0.9407    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.1187 |  0.6558  |   0.6456  | 0.6558 |  0.6385  | 0.5122 |     0.5039    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1721 |  0.9464  |   0.9461  | 0.9464 |  0.9462  | 0.9216 |     0.9216    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.6955 |  0.6494  |   0.6316  | 0.6494 |  0.6276  | 0.5011 |     0.4927    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0998 |  0.9627  |   0.9634  | 0.9627 |  0.9623  | 0.9454 |     0.9450    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.7540 |  0.6688  |   0.6497  | 0.6688 |  0.6445  | 0.5263 |     0.5198    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.39batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.1293 |  0.9545  |   0.9550  | 0.9545 |  0.9547  | 0.9338 |     0.9337    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.4689 |  0.6883  |   0.6772  | 0.6883 |  0.6719  | 0.5548 |     0.5498    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.2212 |  0.9318  |   0.9319  | 0.9318 |  0.9317  | 0.9002 |     0.9002    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.4503 |  0.6234  |   0.6105  | 0.6234 |  0.6116  | 0.4626 |     0.4600    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1973 |  0.9383  |   0.9381  | 0.9383 |  0.9381  | 0.9097 |     0.9096    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 3.0680 |  0.6818  |   0.6634  | 0.6818 |  0.6692  | 0.5470 |     0.5449    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.1367 |  0.9545  |   0.9545  | 0.9545 |  0.9543  | 0.9334 |     0.9333    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.1725 |  0.7013  |   0.6976  | 0.7013 |  0.6830  | 0.5777 |     0.5713    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9371564149856567
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.4753 |  0.3588  |   0.2990  | 0.3588 |  0.2712  | 0.0251 |     0.0190    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3258 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.46batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2301 |  0.4805  |   0.3720  | 0.4805 |  0.4092  | 0.1884 |     0.1690    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.1459 |  0.5649  |   0.4010  | 0.5649 |  0.4627  | 0.3732 |     0.3307    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.0897 |  0.5860  |   0.4424  | 0.5860 |  0.5040  | 0.3563 |     0.3345    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.0684 |  0.5519  |   0.3908  | 0.5519 |  0.4548  | 0.3479 |     0.3148    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.0668 |  0.6006  |   0.4558  | 0.6006 |  0.5172  | 0.3835 |     0.3592    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1304 |  0.5455  |   0.3869  | 0.5455 |  0.4424  | 0.3454 |     0.3001    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0771 |  0.5958  |   0.4498  | 0.5958 |  0.5126  | 0.3731 |     0.3506    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1669 |  0.5130  |   0.3908  | 0.5130 |  0.4218  | 0.3104 |     0.2582    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0771 |  0.6006  |   0.4558  | 0.6006 |  0.5170  | 0.3839 |     0.3593    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.1724 |  0.5390  |   0.4058  | 0.5390 |  0.4459  | 0.3490 |     0.2972    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0635 |  0.6071  |   0.4603  | 0.6071 |  0.5227  | 0.3943 |     0.3695    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0426 |  0.5714  |   0.3980  | 0.5714 |  0.4690  | 0.3758 |     0.3434    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0137 |  0.5942  |   0.4485  | 0.5942 |  0.5111  | 0.3701 |     0.3478    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0290 |  0.6039  |   0.4970  | 0.6039 |  0.5062  | 0.4298 |     0.3958    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9419 |  0.6201  |   0.5002  | 0.6201 |  0.5421  | 0.4161 |     0.3944    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0425 |  0.5844  |   0.5042  | 0.5844 |  0.5076  | 0.3951 |     0.3710    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9227 |  0.6282  |   0.5599  | 0.6282 |  0.5655  | 0.4306 |     0.4129    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 0.9908 |  0.6104  |   0.4266  | 0.6104 |  0.5014  | 0.4423 |     0.4034    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9063 |  0.6575  |   0.6650  | 0.6575 |  0.6016  | 0.4786 |     0.4607    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9836 |  0.6234  |   0.6120  | 0.6234 |  0.5920  | 0.4571 |     0.4482    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9071 |  0.6494  |   0.5950  | 0.6494 |  0.6050  | 0.4680 |     0.4562    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9622 |  0.6558  |   0.5379  | 0.6558 |  0.5826  | 0.5087 |     0.4858    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8569 |  0.6575  |   0.5659  | 0.6575 |  0.5871  | 0.4818 |     0.4571    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0377 |  0.5779  |   0.4903  | 0.5779 |  0.4959  | 0.3883 |     0.3579    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.7943 |  0.6867  |   0.6751  | 0.6867 |  0.6517  | 0.5265 |     0.5156    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.8949 |  0.6299  |   0.5469  | 0.6299 |  0.5783  | 0.4754 |     0.4565    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.45batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.8176 |  0.6656  |   0.6481  | 0.6656 |  0.6453  | 0.4969 |     0.4925    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.8679 |  0.6494  |   0.6420  | 0.6494 |  0.6442  | 0.5045 |     0.5034    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.7956 |  0.6802  |   0.6653  | 0.6802 |  0.6698  | 0.5238 |     0.5222    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 0.9736 |  0.5974  |   0.5541  | 0.5974 |  0.5530  | 0.4164 |     0.4048    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.7337 |  0.7208  |   0.7123  | 0.7208 |  0.7106  | 0.5836 |     0.5811    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9056 |  0.6558  |   0.6164  | 0.6558 |  0.6086  | 0.5058 |     0.4918    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6671 |  0.7419  |   0.7378  | 0.7419 |  0.7362  | 0.6177 |     0.6163    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0045 |  0.6234  |   0.5907  | 0.6234 |  0.5839  | 0.4558 |     0.4442    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.6999 |  0.7386  |   0.7309  | 0.7386 |  0.7320  | 0.6126 |     0.6108    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 0.9717 |  0.6429  |   0.6689  | 0.6429 |  0.6349  | 0.5028 |     0.4883    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.6105 |  0.7662  |   0.7650  | 0.7662 |  0.7633  | 0.6554 |     0.6544    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.1537 |  0.6234  |   0.5924  | 0.6234 |  0.5908  | 0.4576 |     0.4478    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.5083 |  0.8182  |   0.8184  | 0.8182 |  0.8168  | 0.7325 |     0.7319    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 0.9612 |  0.6818  |   0.6724  | 0.6818 |  0.6691  | 0.5463 |     0.5412    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.4377 |  0.8377  |   0.8316  | 0.8377 |  0.8316  | 0.7604 |     0.7585    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 18.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.1639 |  0.6494  |   0.6334  | 0.6494 |  0.6261  | 0.4999 |     0.4937    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.35batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.4006 |  0.8506  |   0.8481  | 0.8506 |  0.8484  | 0.7802 |     0.7796    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.1440 |  0.6429  |   0.6399  | 0.6429 |  0.6288  | 0.4890 |     0.4844    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.3651 |  0.8604  |   0.8584  | 0.8604 |  0.8557  | 0.7940 |     0.7919    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.0817 |  0.6818  |   0.6712  | 0.6818 |  0.6732  | 0.5475 |     0.5459    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.2873 |  0.8977  |   0.8988  | 0.8977 |  0.8982  | 0.8509 |     0.8508    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.4479 |  0.6429  |   0.6178  | 0.6429 |  0.6110  | 0.4864 |     0.4772    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2825 |  0.9091  |   0.9091  | 0.9091 |  0.9085  | 0.8670 |     0.8668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.3945 |  0.5974  |   0.6280  | 0.5974 |  0.5936  | 0.4400 |     0.4264    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2981 |  0.8799  |   0.8790  | 0.8799 |  0.8791  | 0.8237 |     0.8235    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.3616 |  0.6623  |   0.6507  | 0.6623 |  0.6545  | 0.5206 |     0.5193    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2664 |  0.9205  |   0.9215  | 0.9205 |  0.9202  | 0.8835 |     0.8830    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.6756 |  0.6364  |   0.6466  | 0.6364 |  0.6206  | 0.4916 |     0.4784    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.2944 |  0.8961  |   0.8958  | 0.8961 |  0.8949  | 0.8474 |     0.8467    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.6945 |  0.6234  |   0.6386  | 0.6234 |  0.6205  | 0.4701 |     0.4668    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.2034 |  0.9253  |   0.9254  | 0.9253 |  0.9243  | 0.8905 |     0.8899    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.2829 |  0.6753  |   0.6652  | 0.6753 |  0.6663  | 0.5393 |     0.5369    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1880 |  0.9448  |   0.9459  | 0.9448 |  0.9451  | 0.9199 |     0.9197    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.8790 |  0.6494  |   0.6051  | 0.6494 |  0.6208  | 0.4993 |     0.4945    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1416 |  0.9464  |   0.9461  | 0.9464 |  0.9462  | 0.9216 |     0.9215    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.7119 |  0.6688  |   0.6560  | 0.6688 |  0.6579  | 0.5285 |     0.5262    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1374 |  0.9562  |   0.9563  | 0.9562 |  0.9559  | 0.9359 |     0.9357    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.2369 |  0.6558  |   0.6489  | 0.6558 |  0.6437  | 0.5137 |     0.5077    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1339 |  0.9643  |   0.9648  | 0.9643 |  0.9642  | 0.9479 |     0.9477    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.9163 |  0.6299  |   0.6263  | 0.6299 |  0.6278  | 0.4791 |     0.4789    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1350 |  0.9594  |   0.9597  | 0.9594 |  0.9593  | 0.9407 |     0.9406    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.8045 |  0.7078  |   0.7046  | 0.7078 |  0.7049  | 0.5882 |     0.5875    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1157 |  0.9562  |   0.9566  | 0.9562 |  0.9562  | 0.9359 |     0.9358    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.8365 |  0.6948  |   0.6760  | 0.6948 |  0.6758  | 0.5643 |     0.5582    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.0896 |  0.9773  |   0.9772  | 0.9773 |  0.9772  | 0.9668 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.2279 |  0.6558  |   0.6427  | 0.6558 |  0.6463  | 0.5101 |     0.5085    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.1431 |  0.9594  |   0.9601  | 0.9594 |  0.9595  | 0.9408 |     0.9407    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.6330 |  0.6429  |   0.6404  | 0.6429 |  0.6314  | 0.4961 |     0.4902    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.2684 |  0.8994  |   0.8999  | 0.8994 |  0.8994  | 0.8528 |     0.8528    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.0397 |  0.6364  |   0.6250  | 0.6364 |  0.6183  | 0.4833 |     0.4769    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.2063 |  0.9302  |   0.9311  | 0.9302 |  0.9304  | 0.8983 |     0.8982    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.9298 |  0.6299  |   0.6091  | 0.6299 |  0.6045  | 0.4719 |     0.4616    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1532 |  0.9464  |   0.9476  | 0.9464 |  0.9464  | 0.9220 |     0.9217    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 1.6265 |  0.6299  |   0.5851  | 0.6299 |  0.5969  | 0.4679 |     0.4608    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1179 |  0.9627  |   0.9632  | 0.9627 |  0.9626  | 0.9455 |     0.9452    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 1.9312 |  0.6429  |   0.6168  | 0.6429 |  0.6230  | 0.4883 |     0.4842    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0795 |  0.9724  |   0.9725  | 0.9724 |  0.9722  | 0.9596 |     0.9595    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.1624 |  0.7013  |   0.6906  | 0.7013 |  0.6914  | 0.5750 |     0.5728    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0603 |  0.9838  |   0.9838  | 0.9838 |  0.9837  | 0.9763 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.6414 |  0.6494  |   0.6495  | 0.6494 |  0.6372  | 0.5107 |     0.5027    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0640 |  0.9805  |   0.9807  | 0.9805 |  0.9805  | 0.9716 |     0.9715    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.0730 |  0.6299  |   0.6084  | 0.6299 |  0.6015  | 0.4737 |     0.4613    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0959 |  0.9643  |   0.9642  | 0.9643 |  0.9642  | 0.9478 |     0.9478    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.3039 |  0.6558  |   0.6468  | 0.6558 |  0.6463  | 0.5126 |     0.5097    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0601 |  0.9838  |   0.9838  | 0.9838 |  0.9837  | 0.9764 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.5327 |  0.6429  |   0.6142  | 0.6429 |  0.6233  | 0.4902 |     0.4871    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0626 |  0.9789  |   0.9788  | 0.9789 |  0.9788  | 0.9691 |     0.9691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.4935 |  0.6753  |   0.6557  | 0.6753 |  0.6616  | 0.5378 |     0.5352    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0459 |  0.9838  |   0.9839  | 0.9838 |  0.9838  | 0.9763 |     0.9762    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.6087 |  0.6688  |   0.6601  | 0.6688 |  0.6623  | 0.5313 |     0.5303    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0824 |  0.9627  |   0.9627  | 0.9627 |  0.9626  | 0.9454 |     0.9454    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.5740 |  0.6299  |   0.6186  | 0.6299 |  0.6149  | 0.4714 |     0.4663    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.8679148554801941
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.4127 |  0.3523  |   0.2873  | 0.3523 |  0.2678  | -0.0135 |    -0.0104    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3409 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   2   | Train | 1.2838 |  0.3360  |   0.2342  | 0.3360 |  0.2585  | -0.0935 |    -0.0748    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2805 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   3   | Train | 1.2467 |  0.3782  |   0.2540  | 0.3782 |  0.2432  | -0.0234 |    -0.0112    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2848 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.2019 |  0.4205  |   0.3213  | 0.4205 |  0.3618  | 0.0764 |     0.0710    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1928 |  0.4870  |   0.3314  | 0.4870 |  0.3859  | 0.2418 |     0.2101    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1192 |  0.5373  |   0.4071  | 0.5373 |  0.4629  | 0.2739 |     0.2572    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1976 |  0.4870  |   0.4043  | 0.4870 |  0.3999  | 0.2898 |     0.2203    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0447 |  0.5990  |   0.4554  | 0.5990 |  0.5162  | 0.3810 |     0.3566    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0521 |  0.5714  |   0.4174  | 0.5714 |  0.4759  | 0.3874 |     0.3453    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0063 |  0.6023  |   0.4571  | 0.6023 |  0.5190  | 0.3858 |     0.3617    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0494 |  0.5974  |   0.4220  | 0.5974 |  0.4926  | 0.4230 |     0.3840    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0466 |  0.5990  |   0.4995  | 0.5990 |  0.5318  | 0.3870 |     0.3656    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0727 |  0.4675  |   0.4123  | 0.4675 |  0.3863  | 0.2766 |     0.2448    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.30batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.1236 |  0.5552  |   0.4740  | 0.5552 |  0.4921  | 0.3308 |     0.3028    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.1144 |  0.5195  |   0.3595  | 0.5195 |  0.4179  | 0.2961 |     0.2605    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 1.0232 |  0.6266  |   0.4810  | 0.6266 |  0.5414  | 0.4309 |     0.4013    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0401 |  0.5649  |   0.3907  | 0.5649 |  0.4616  | 0.3645 |     0.3326    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 1.0250 |  0.6169  |   0.5220  | 0.6169 |  0.5343  | 0.4098 |     0.3856    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0012 |  0.5779  |   0.4021  | 0.5779 |  0.4742  | 0.3862 |     0.3531    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.36batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9387 |  0.6347  |   0.6026  | 0.6347 |  0.5526  | 0.4494 |     0.4155    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0148 |  0.5909  |   0.4125  | 0.5909 |  0.4857  | 0.4074 |     0.3738    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8657 |  0.6640  |   0.6621  | 0.6640 |  0.6035  | 0.4912 |     0.4683    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9577 |  0.5974  |   0.4695  | 0.5974 |  0.5129  | 0.4165 |     0.3938    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8243 |  0.6883  |   0.6736  | 0.6883 |  0.6528  | 0.5290 |     0.5169    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9419 |  0.5909  |   0.5420  | 0.5909 |  0.5545  | 0.4111 |     0.4028    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.8338 |  0.6867  |   0.6585  | 0.6867 |  0.6525  | 0.5284 |     0.5170    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9252 |  0.6299  |   0.5925  | 0.6299 |  0.5527  | 0.4720 |     0.4412    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.7565 |  0.7045  |   0.6952  | 0.7045 |  0.6798  | 0.5575 |     0.5466    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0530 |  0.5909  |   0.4529  | 0.5909 |  0.5006  | 0.4065 |     0.3806    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  2.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.7261 |  0.7273  |   0.7135  | 0.7273 |  0.7083  | 0.5915 |     0.5857    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0506 |  0.6494  |   0.5565  | 0.6494 |  0.5683  | 0.5112 |     0.4713    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.7530 |  0.7110  |   0.7069  | 0.7110 |  0.6913  | 0.5671 |     0.5588    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 0.9269 |  0.6234  |   0.5882  | 0.6234 |  0.5755  | 0.4576 |     0.4407    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.6817 |  0.7354  |   0.7357  | 0.7354 |  0.7235  | 0.6080 |     0.6001    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.0093 |  0.5714  |   0.5680  | 0.5714 |  0.5644  | 0.3944 |     0.3921    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.37batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.6263 |  0.7679  |   0.7623  | 0.7679 |  0.7595  | 0.6546 |     0.6517    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 0.9892 |  0.6104  |   0.5259  | 0.6104 |  0.5464  | 0.4355 |     0.4194    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.5695 |  0.7890  |   0.7872  | 0.7890 |  0.7791  | 0.6868 |     0.6824    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.1068 |  0.5714  |   0.5593  | 0.5714 |  0.5649  | 0.3948 |     0.3945    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.5087 |  0.8003  |   0.7956  | 0.8003 |  0.7958  | 0.7049 |     0.7037    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.1319 |  0.6039  |   0.5412  | 0.6039 |  0.5585  | 0.4276 |     0.4180    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.4523 |  0.8344  |   0.8365  | 0.8344 |  0.8271  | 0.7558 |     0.7511    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.1507 |  0.6104  |   0.5607  | 0.6104 |  0.5707  | 0.4377 |     0.4287    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.4061 |  0.8442  |   0.8425  | 0.8442 |  0.8389  | 0.7701 |     0.7677    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.4527 |  0.5844  |   0.5486  | 0.5844 |  0.5562  | 0.4022 |     0.3961    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3426 |  0.8766  |   0.8751  | 0.8766 |  0.8756  | 0.8191 |     0.8189    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.3471 |  0.6429  |   0.6269  | 0.6429 |  0.6269  | 0.4909 |     0.4875    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2846 |  0.8929  |   0.8953  | 0.8929 |  0.8907  | 0.8433 |     0.8416    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 2.0793 |  0.5844  |   0.5473  | 0.5844 |  0.5501  | 0.4075 |     0.3960    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.3217 |  0.8961  |   0.8953  | 0.8961 |  0.8950  | 0.8477 |     0.8472    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.4304 |  0.6299  |   0.5938  | 0.6299 |  0.6044  | 0.4690 |     0.4644    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2736 |  0.9042  |   0.9052  | 0.9042 |  0.9020  | 0.8596 |     0.8581    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.6409 |  0.6104  |   0.5800  | 0.6104 |  0.5855  | 0.4396 |     0.4339    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.2742 |  0.9140  |   0.9136  | 0.9140 |  0.9127  | 0.8738 |     0.8731    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.5636 |  0.6299  |   0.6347  | 0.6299 |  0.6232  | 0.4765 |     0.4732    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1878 |  0.9253  |   0.9249  | 0.9253 |  0.9241  | 0.8905 |     0.8899    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.0214 |  0.5909  |   0.5530  | 0.5909 |  0.5638  | 0.4108 |     0.4059    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.2180 |  0.9237  |   0.9232  | 0.9237 |  0.9233  | 0.8882 |     0.8881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.0368 |  0.5974  |   0.5620  | 0.5974 |  0.5660  | 0.4202 |     0.4129    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.2153 |  0.9253  |   0.9269  | 0.9253 |  0.9232  | 0.8909 |     0.8897    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.1013 |  0.5714  |   0.5200  | 0.5714 |  0.5324  | 0.3863 |     0.3749    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1634 |  0.9481  |   0.9487  | 0.9481 |  0.9479  | 0.9241 |     0.9239    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.8386 |  0.6364  |   0.6356  | 0.6364 |  0.6152  | 0.4818 |     0.4713    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1665 |  0.9432  |   0.9446  | 0.9432 |  0.9430  | 0.9172 |     0.9165    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.4861 |  0.5649  |   0.5291  | 0.5649 |  0.5408  | 0.3766 |     0.3721    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1194 |  0.9610  |   0.9610  | 0.9610 |  0.9607  | 0.9430 |     0.9428    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.9532 |  0.5909  |   0.5930  | 0.5909 |  0.5883  | 0.4235 |     0.4218    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.0907 |  0.9627  |   0.9629  | 0.9627 |  0.9620  | 0.9455 |     0.9450    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.8353 |  0.5844  |   0.5870  | 0.5844 |  0.5814  | 0.4199 |     0.4175    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.2020 |  0.9416  |   0.9422  | 0.9416 |  0.9417  | 0.9147 |     0.9146    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.1683 |  0.5974  |   0.5344  | 0.5974 |  0.5533  | 0.4185 |     0.4083    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.1508 |  0.9497  |   0.9497  | 0.9497 |  0.9495  | 0.9265 |     0.9264    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.3889 |  0.6169  |   0.6081  | 0.6169 |  0.6025  | 0.4579 |     0.4521    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0754 |  0.9740  |   0.9743  | 0.9740 |  0.9741  | 0.9622 |     0.9621    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 3.0592 |  0.5909  |   0.5748  | 0.5909 |  0.5638  | 0.4151 |     0.4024    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0728 |  0.9708  |   0.9711  | 0.9708 |  0.9708  | 0.9573 |     0.9572    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 3.3349 |  0.5779  |   0.5637  | 0.5779 |  0.5649  | 0.4002 |     0.3963    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1037 |  0.9708  |   0.9717  | 0.9708 |  0.9710  | 0.9576 |     0.9575    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 3.1342 |  0.5519  |   0.5187  | 0.5519 |  0.5264  | 0.3567 |     0.3509    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.49batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0871 |  0.9643  |   0.9647  | 0.9643 |  0.9639  | 0.9479 |     0.9475    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.7943 |  0.5390  |   0.5482  | 0.5390 |  0.5399  | 0.3535 |     0.3518    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.37batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1516 |  0.9513  |   0.9517  | 0.9513 |  0.9511  | 0.9288 |     0.9287    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.1893 |  0.5714  |   0.5521  | 0.5714 |  0.5501  | 0.3941 |     0.3863    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1199 |  0.9497  |   0.9496  | 0.9497 |  0.9496  | 0.9265 |     0.9264    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.6708 |  0.5909  |   0.5863  | 0.5909 |  0.5768  | 0.4190 |     0.4146    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0901 |  0.9659  |   0.9657  | 0.9659 |  0.9657  | 0.9501 |     0.9500    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.1156 |  0.5974  |   0.5508  | 0.5974 |  0.5634  | 0.4191 |     0.4119    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.1089 |  0.9675  |   0.9675  | 0.9675 |  0.9674  | 0.9525 |     0.9525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.9363 |  0.5779  |   0.5501  | 0.5779 |  0.5531  | 0.3982 |     0.3902    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0826 |  0.9805  |   0.9805  | 0.9805 |  0.9804  | 0.9715 |     0.9715    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.5036 |  0.6364  |   0.6131  | 0.6364 |  0.6193  | 0.4799 |     0.4768    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1115 |  0.9627  |   0.9628  | 0.9627 |  0.9627  | 0.9455 |     0.9454    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.7528 |  0.6039  |   0.5890  | 0.6039 |  0.5887  | 0.4364 |     0.4315    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1056 |  0.9627  |   0.9632  | 0.9627 |  0.9627  | 0.9456 |     0.9455    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.4805 |  0.5714  |   0.5642  | 0.5714 |  0.5620  | 0.3906 |     0.3886    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0416 |  0.9838  |   0.9838  | 0.9838 |  0.9837  | 0.9763 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 3.2509 |  0.5714  |   0.5469  | 0.5714 |  0.5513  | 0.3852 |     0.3805    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9251841083168983
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.8561 |  0.3864  |   0.3115  | 0.3864 |  0.2931  | 0.0351 |     0.0239    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3721 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.3413 |  0.3685  |   0.1358  | 0.3685 |  0.1985  | 0.0000 |     0.0000    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3398 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   3   | Train | 1.2828 |  0.3620  |   0.2748  | 0.3620 |  0.2899  | -0.0216 |    -0.0175    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.3210 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.2514 |  0.3896  |   0.2775  | 0.3896 |  0.2672  | 0.0143 |     0.0082    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.3100 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.2158 |  0.4984  |   0.3969  | 0.4984 |  0.4207  | 0.2229 |     0.1891    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.2137 |  0.5519  |   0.3923  | 0.5519 |  0.4554  | 0.3488 |     0.3149    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.1483 |  0.5455  |   0.4149  | 0.5455 |  0.4698  | 0.2898 |     0.2708    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.1154 |  0.5649  |   0.3918  | 0.5649 |  0.4621  | 0.3649 |     0.3323    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.1006 |  0.5974  |   0.4518  | 0.5974 |  0.5137  | 0.3765 |     0.3524    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.1130 |  0.5260  |   0.3730  | 0.5260 |  0.4318  | 0.3074 |     0.2756    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0491 |  0.6104  |   0.4612  | 0.6104 |  0.5253  | 0.3984 |     0.3743    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0441 |  0.5779  |   0.4065  | 0.5779 |  0.4756  | 0.3895 |     0.3541    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0185 |  0.6201  |   0.4711  | 0.6201 |  0.5342  | 0.4172 |     0.3905    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0314 |  0.5909  |   0.4218  | 0.5909 |  0.4882  | 0.4158 |     0.3746    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9651 |  0.6445  |   0.4880  | 0.6445 |  0.5550  | 0.4573 |     0.4292    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0327 |  0.6039  |   0.4214  | 0.6039 |  0.4961  | 0.4305 |     0.3933    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 1.0101 |  0.6380  |   0.4836  | 0.6380 |  0.5497  | 0.4463 |     0.4188    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9988 |  0.6104  |   0.4257  | 0.6104 |  0.5012  | 0.4414 |     0.4032    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9946 |  0.6429  |   0.4853  | 0.6429 |  0.5531  | 0.4535 |     0.4261    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0201 |  0.6104  |   0.4327  | 0.6104 |  0.5039  | 0.4458 |     0.4040    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9342 |  0.6526  |   0.4933  | 0.6526 |  0.5617  | 0.4706 |     0.4421    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9596 |  0.6104  |   0.4262  | 0.6104 |  0.5016  | 0.4414 |     0.4032    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.9033 |  0.6656  |   0.5027  | 0.6656 |  0.5727  | 0.4925 |     0.4628    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9406 |  0.6169  |   0.4383  | 0.6169 |  0.5094  | 0.4577 |     0.4141    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.9159 |  0.6461  |   0.4899  | 0.6461 |  0.5571  | 0.4593 |     0.4323    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.0284 |  0.5844  |   0.5545  | 0.5844 |  0.4888  | 0.3968 |     0.3644    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.8714 |  0.6769  |   0.5883  | 0.6769 |  0.5976  | 0.5109 |     0.4848    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 0.9168 |  0.6104  |   0.5031  | 0.6104 |  0.5359  | 0.4396 |     0.4140    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.8656 |  0.6834  |   0.7012  | 0.6834 |  0.6170  | 0.5206 |     0.4992    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9466 |  0.6169  |   0.5363  | 0.6169 |  0.5275  | 0.4542 |     0.4173    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.8026 |  0.7094  |   0.7236  | 0.7094 |  0.6510  | 0.5626 |     0.5440    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 0.9121 |  0.6299  |   0.5629  | 0.6299 |  0.5779  | 0.4880 |     0.4554    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.55batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.8930 |  0.6834  |   0.6852  | 0.6834 |  0.6328  | 0.5224 |     0.5044    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.0634 |  0.5584  |   0.4880  | 0.5584 |  0.4707  | 0.3609 |     0.3248    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.8941 |  0.6769  |   0.6336  | 0.6769 |  0.6303  | 0.5101 |     0.4969    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 0.9378 |  0.5974  |   0.4256  | 0.5974 |  0.4948  | 0.4229 |     0.3853    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.7933 |  0.6899  |   0.6316  | 0.6899 |  0.6281  | 0.5315 |     0.5124    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.0376 |  0.5974  |   0.4841  | 0.5974 |  0.5129  | 0.4161 |     0.3909    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.7834 |  0.7013  |   0.6805  | 0.7013 |  0.6624  | 0.5494 |     0.5374    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.0004 |  0.6104  |   0.5592  | 0.6104 |  0.5246  | 0.4390 |     0.4091    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.7207 |  0.7386  |   0.7301  | 0.7386 |  0.7046  | 0.6109 |     0.5962    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 0.9297 |  0.6169  |   0.6412  | 0.6169 |  0.5883  | 0.4598 |     0.4485    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.6806 |  0.7435  |   0.7168  | 0.7435 |  0.7190  | 0.6161 |     0.6101    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 0.8777 |  0.6364  |   0.6164  | 0.6364 |  0.6020  | 0.4801 |     0.4683    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.6460 |  0.7419  |   0.7175  | 0.7419 |  0.7169  | 0.6138 |     0.6066    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 0.9584 |  0.6234  |   0.5981  | 0.6234 |  0.5912  | 0.4569 |     0.4470    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.5913 |  0.7646  |   0.7439  | 0.7646 |  0.7439  | 0.6498 |     0.6437    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.1096 |  0.6169  |   0.5170  | 0.6169 |  0.5586  | 0.4480 |     0.4337    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.5916 |  0.7711  |   0.7614  | 0.7711 |  0.7499  | 0.6603 |     0.6520    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 0.9579 |  0.6688  |   0.6506  | 0.6688 |  0.6451  | 0.5251 |     0.5177    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.5526 |  0.7906  |   0.7794  | 0.7906 |  0.7787  | 0.6897 |     0.6860    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 0.9899 |  0.6429  |   0.6258  | 0.6429 |  0.6169  | 0.4912 |     0.4790    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.5733 |  0.7744  |   0.7663  | 0.7744 |  0.7643  | 0.6657 |     0.6628    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.2829 |  0.5844  |   0.5345  | 0.5844 |  0.5441  | 0.4080 |     0.3970    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.5558 |  0.7922  |   0.7889  | 0.7922 |  0.7846  | 0.6926 |     0.6900    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 0.9925 |  0.6364  |   0.6216  | 0.6364 |  0.6207  | 0.4810 |     0.4774    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.4654 |  0.8263  |   0.8237  | 0.8263 |  0.8247  | 0.7451 |     0.7449    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.2610 |  0.6234  |   0.5992  | 0.6234 |  0.5830  | 0.4561 |     0.4424    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.45batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.4505 |  0.8247  |   0.8165  | 0.8247 |  0.8159  | 0.7410 |     0.7381    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.2581 |  0.6169  |   0.5981  | 0.6169 |  0.5985  | 0.4577 |     0.4522    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.4618 |  0.8393  |   0.8372  | 0.8393 |  0.8355  | 0.7630 |     0.7616    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.2417 |  0.6234  |   0.5905  | 0.6234 |  0.5952  | 0.4592 |     0.4520    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.3443 |  0.8718  |   0.8694  | 0.8718 |  0.8693  | 0.8111 |     0.8104    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.4438 |  0.6234  |   0.6099  | 0.6234 |  0.6043  | 0.4660 |     0.4586    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.4247 |  0.8360  |   0.8339  | 0.8360 |  0.8326  | 0.7590 |     0.7573    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.2024 |  0.6429  |   0.6768  | 0.6429 |  0.6525  | 0.5152 |     0.5103    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.3978 |  0.8620  |   0.8612  | 0.8620 |  0.8604  | 0.7976 |     0.7967    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.3131 |  0.6169  |   0.6063  | 0.6169 |  0.6108  | 0.4574 |     0.4570    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.4055 |  0.8653  |   0.8627  | 0.8653 |  0.8631  | 0.8018 |     0.8012    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 1.3040 |  0.6429  |   0.6345  | 0.6429 |  0.6302  | 0.4929 |     0.4887    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.3253 |  0.8864  |   0.8846  | 0.8864 |  0.8852  | 0.8332 |     0.8330    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.6203 |  0.6169  |   0.6142  | 0.6169 |  0.6051  | 0.4657 |     0.4601    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.3030 |  0.8912  |   0.8916  | 0.8912 |  0.8904  | 0.8410 |     0.8406    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.9261 |  0.5779  |   0.5496  | 0.5779 |  0.5542  | 0.3957 |     0.3910    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.2531 |  0.9172  |   0.9176  | 0.9172 |  0.9172  | 0.8791 |     0.8789    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.9622 |  0.6364  |   0.6277  | 0.6364 |  0.6132  | 0.4792 |     0.4692    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.2660 |  0.8961  |   0.8951  | 0.8961 |  0.8948  | 0.8478 |     0.8472    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 1.8395 |  0.6494  |   0.6434  | 0.6494 |  0.6402  | 0.5042 |     0.5014    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.2127 |  0.9205  |   0.9206  | 0.9205 |  0.9200  | 0.8837 |     0.8833    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 1.8282 |  0.6104  |   0.5739  | 0.6104 |  0.5817  | 0.4401 |     0.4331    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.46batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.2497 |  0.9042  |   0.9060  | 0.9042 |  0.9048  | 0.8603 |     0.8601    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.5477 |  0.5714  |   0.5361  | 0.5714 |  0.5328  | 0.3907 |     0.3768    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.2711 |  0.8961  |   0.8942  | 0.8961 |  0.8948  | 0.8475 |     0.8473    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 1.5134 |  0.6623  |   0.6747  | 0.6623 |  0.6629  | 0.5280 |     0.5248    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.2466 |  0.9107  |   0.9107  | 0.9107 |  0.9106  | 0.8694 |     0.8694    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 1.3431 |  0.6753  |   0.6777  | 0.6753 |  0.6696  | 0.5407 |     0.5356    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.2303 |  0.9058  |   0.9081  | 0.9058 |  0.9047  | 0.8626 |     0.8618    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 1.5439 |  0.6234  |   0.6079  | 0.6234 |  0.6138  | 0.4642 |     0.4631    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.2195 |  0.9237  |   0.9245  | 0.9237 |  0.9240  | 0.8888 |     0.8888    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 1.7258 |  0.6299  |   0.6339  | 0.6299 |  0.6263  | 0.4765 |     0.4725    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1874 |  0.9383  |   0.9380  | 0.9383 |  0.9371  | 0.9097 |     0.9091    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 1.4308 |  0.6494  |   0.6423  | 0.6494 |  0.6414  | 0.5023 |     0.4992    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1431 |  0.9464  |   0.9461  | 0.9464 |  0.9462  | 0.9217 |     0.9216    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 1.8068 |  0.6429  |   0.6582  | 0.6429 |  0.6414  | 0.5014 |     0.4979    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.2099 |  0.9529  |   0.9532  | 0.9529 |  0.9527  | 0.9313 |     0.9311    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 1.9424 |  0.6104  |   0.6028  | 0.6104 |  0.6059  | 0.4490 |     0.4486    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.8777271434664726
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3281 |  0.3831  |   0.2949  | 0.3831 |  0.3271  | 0.0139 |     0.0126    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2900 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2477 |  0.4010  |   0.3915  | 0.4010 |  0.2600  | 0.0689 |     0.0249    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2845 |  0.4481  |   0.3594  | 0.4481 |  0.3418  | 0.2171 |     0.1454    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1903 |  0.5455  |   0.4114  | 0.5455 |  0.4683  | 0.2872 |     0.2688    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.0825 |  0.5779  |   0.4013  | 0.5779 |  0.4732  | 0.3865 |     0.3524    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.0852 |  0.5893  |   0.4450  | 0.5893 |  0.5071  | 0.3620 |     0.3402    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.0722 |  0.5714  |   0.4039  | 0.5714 |  0.4704  | 0.3809 |     0.3446    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.49batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0772 |  0.5812  |   0.4390  | 0.5812 |  0.5001  | 0.3482 |     0.3272    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0475 |  0.5584  |   0.3934  | 0.5584 |  0.4597  | 0.3574 |     0.3244    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0500 |  0.6023  |   0.4569  | 0.6023 |  0.5186  | 0.3861 |     0.3617    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0549 |  0.5649  |   0.3963  | 0.5649 |  0.4645  | 0.3670 |     0.3341    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0255 |  0.6088  |   0.4594  | 0.6088 |  0.5236  | 0.3951 |     0.3713    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0710 |  0.5390  |   0.4095  | 0.5390 |  0.4469  | 0.3511 |     0.2973    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0287 |  0.6055  |   0.4609  | 0.6055 |  0.5217  | 0.3929 |     0.3672    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0955 |  0.5390  |   0.4058  | 0.5390 |  0.4459  | 0.3490 |     0.2972    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0094 |  0.6185  |   0.4731  | 0.6185 |  0.5329  | 0.4178 |     0.3884    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0353 |  0.5649  |   0.3938  | 0.5649 |  0.4636  | 0.3655 |     0.3337    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9642 |  0.6185  |   0.4673  | 0.6185 |  0.5323  | 0.4121 |     0.3872    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0870 |  0.5455  |   0.4006  | 0.5455 |  0.4505  | 0.3513 |     0.3064    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9409 |  0.6088  |   0.5274  | 0.6088 |  0.5319  | 0.3973 |     0.3746    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0584 |  0.5844  |   0.5545  | 0.5844 |  0.4886  | 0.3973 |     0.3646    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9169 |  0.6412  |   0.6181  | 0.6412 |  0.5813  | 0.4514 |     0.4322    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0824 |  0.5519  |   0.4032  | 0.5519 |  0.4620  | 0.3493 |     0.3203    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8507 |  0.6558  |   0.6329  | 0.6558 |  0.6148  | 0.4770 |     0.4638    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0468 |  0.5584  |   0.5080  | 0.5584 |  0.5175  | 0.3584 |     0.3487    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.49batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8401 |  0.6672  |   0.6421  | 0.6672 |  0.6262  | 0.4947 |     0.4816    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0732 |  0.5325  |   0.4734  | 0.5325 |  0.4925  | 0.3222 |     0.3154    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7854 |  0.6786  |   0.6613  | 0.6786 |  0.6491  | 0.5152 |     0.5052    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9977 |  0.5974  |   0.5981  | 0.5974 |  0.5588  | 0.4177 |     0.4022    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.7040 |  0.7094  |   0.6913  | 0.7094 |  0.6901  | 0.5643 |     0.5585    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.1281 |  0.5974  |   0.5787  | 0.5974 |  0.5492  | 0.4157 |     0.3998    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.7085 |  0.7208  |   0.7109  | 0.7208 |  0.7089  | 0.5837 |     0.5801    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0506 |  0.6104  |   0.5808  | 0.6104 |  0.5696  | 0.4359 |     0.4230    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6081 |  0.7549  |   0.7476  | 0.7549 |  0.7460  | 0.6351 |     0.6323    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0898 |  0.6039  |   0.5867  | 0.6039 |  0.5751  | 0.4367 |     0.4235    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.5507 |  0.7808  |   0.7736  | 0.7808 |  0.7701  | 0.6754 |     0.6705    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.1222 |  0.5844  |   0.5987  | 0.5844 |  0.5900  | 0.4186 |     0.4177    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.5262 |  0.7857  |   0.7835  | 0.7857 |  0.7839  | 0.6852 |     0.6847    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.1696 |  0.5974  |   0.6107  | 0.5974 |  0.5892  | 0.4344 |     0.4287    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.4828 |  0.8019  |   0.7944  | 0.8019 |  0.7963  | 0.7074 |     0.7062    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.4410 |  0.6169  |   0.6257  | 0.6169 |  0.6164  | 0.4614 |     0.4580    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.4409 |  0.8442  |   0.8395  | 0.8442 |  0.8401  | 0.7705 |     0.7694    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.3117 |  0.6169  |   0.6253  | 0.6169 |  0.6157  | 0.4640 |     0.4616    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.3911 |  0.8636  |   0.8632  | 0.8636 |  0.8634  | 0.8006 |     0.8005    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.5375 |  0.5974  |   0.6024  | 0.5974 |  0.5812  | 0.4246 |     0.4178    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.3589 |  0.8669  |   0.8695  | 0.8669 |  0.8660  | 0.8041 |     0.8033    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.3173 |  0.5974  |   0.6317  | 0.5974 |  0.5996  | 0.4417 |     0.4333    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3101 |  0.8977  |   0.8992  | 0.8977 |  0.8980  | 0.8504 |     0.8502    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.9707 |  0.6039  |   0.6045  | 0.6039 |  0.5895  | 0.4338 |     0.4275    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3216 |  0.8912  |   0.8908  | 0.8912 |  0.8905  | 0.8401 |     0.8398    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 2.3218 |  0.6234  |   0.6212  | 0.6234 |  0.6160  | 0.4688 |     0.4644    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.5779 |  0.8198  |   0.8188  | 0.8198 |  0.8186  | 0.7348 |     0.7344    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.3965 |  0.5714  |   0.6629  | 0.5714 |  0.5895  | 0.4284 |     0.4137    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.4095 |  0.8734  |   0.8742  | 0.8734 |  0.8730  | 0.8141 |     0.8137    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.5159 |  0.6234  |   0.6256  | 0.6234 |  0.6231  | 0.4689 |     0.4683    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.2365 |  0.9123  |   0.9121  | 0.9123 |  0.9119  | 0.8718 |     0.8715    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.78batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.2800 |  0.6169  |   0.6173  | 0.6169 |  0.6116  | 0.4570 |     0.4539    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1986 |  0.9221  |   0.9219  | 0.9221 |  0.9218  | 0.8858 |     0.8857    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.1858 |  0.6234  |   0.5898  | 0.6234 |  0.6021  | 0.4687 |     0.4654    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1430 |  0.9448  |   0.9455  | 0.9448 |  0.9447  | 0.9195 |     0.9191    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.7797 |  0.6234  |   0.6597  | 0.6234 |  0.6303  | 0.4780 |     0.4722    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.2739 |  0.9237  |   0.9234  | 0.9237 |  0.9232  | 0.8881 |     0.8879    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.8165 |  0.6234  |   0.6248  | 0.6234 |  0.6092  | 0.4647 |     0.4584    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.3105 |  0.9091  |   0.9077  | 0.9091 |  0.9080  | 0.8668 |     0.8666    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.9547 |  0.5909  |   0.6218  | 0.5909 |  0.5888  | 0.4263 |     0.4212    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.2125 |  0.9318  |   0.9327  | 0.9318 |  0.9311  | 0.8999 |     0.8993    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.0459 |  0.6429  |   0.6340  | 0.6429 |  0.6333  | 0.4914 |     0.4893    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1301 |  0.9594  |   0.9604  | 0.9594 |  0.9597  | 0.9409 |     0.9408    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.6137 |  0.6299  |   0.6297  | 0.6299 |  0.6278  | 0.4774 |     0.4766    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.0767 |  0.9708  |   0.9709  | 0.9708 |  0.9707  | 0.9572 |     0.9572    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 3.2488 |  0.6169  |   0.6135  | 0.6169 |  0.6110  | 0.4570 |     0.4553    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.0787 |  0.9708  |   0.9711  | 0.9708 |  0.9709  | 0.9574 |     0.9574    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 4.2877 |  0.6364  |   0.6131  | 0.6364 |  0.6194  | 0.4792 |     0.4761    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0541 |  0.9821  |   0.9822  | 0.9821 |  0.9820  | 0.9739 |     0.9738    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 3.8893 |  0.5844  |   0.6032  | 0.5844 |  0.5874  | 0.4156 |     0.4130    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0589 |  0.9773  |   0.9771  | 0.9773 |  0.9771  | 0.9668 |     0.9667    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 5.0795 |  0.6299  |   0.6193  | 0.6299 |  0.6160  | 0.4709 |     0.4655    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.2898 |  0.9286  |   0.9298  | 0.9286 |  0.9289  | 0.8957 |     0.8956    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 3.2325 |  0.5974  |   0.6480  | 0.5974 |  0.5971  | 0.4534 |     0.4410    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.4670 |  0.8636  |   0.8615  | 0.8636 |  0.8615  | 0.7994 |     0.7988    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.2379 |  0.5844  |   0.6343  | 0.5844 |  0.5890  | 0.4226 |     0.4130    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.2931 |  0.9042  |   0.9036  | 0.9042 |  0.9037  | 0.8597 |     0.8596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.1870 |  0.6104  |   0.5776  | 0.6104 |  0.5879  | 0.4405 |     0.4368    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1330 |  0.9578  |   0.9575  | 0.9578 |  0.9575  | 0.9384 |     0.9383    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.6265 |  0.6039  |   0.6429  | 0.6039 |  0.6146  | 0.4500 |     0.4457    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1423 |  0.9416  |   0.9422  | 0.9416 |  0.9415  | 0.9144 |     0.9142    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.6217 |  0.6169  |   0.6116  | 0.6169 |  0.6125  | 0.4604 |     0.4593    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0968 |  0.9659  |   0.9669  | 0.9659 |  0.9661  | 0.9506 |     0.9504    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.0975 |  0.6299  |   0.6199  | 0.6299 |  0.6126  | 0.4712 |     0.4647    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0568 |  0.9838  |   0.9839  | 0.9838 |  0.9838  | 0.9763 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.7400 |  0.6234  |   0.6076  | 0.6234 |  0.6137  | 0.4646 |     0.4634    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0306 |  0.9870  |   0.9871  | 0.9870 |  0.9870  | 0.9811 |     0.9810    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 4.2786 |  0.6234  |   0.6059  | 0.6234 |  0.6070  | 0.4610 |     0.4569    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0244 |  0.9935  |   0.9935  | 0.9935 |  0.9935  | 0.9905 |     0.9905    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 5.5473 |  0.6234  |   0.6292  | 0.6234 |  0.6120  | 0.4659 |     0.4587    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0786 |  0.9838  |   0.9840  | 0.9838 |  0.9838  | 0.9763 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 4.1766 |  0.5844  |   0.5796  | 0.5844 |  0.5605  | 0.4171 |     0.4009    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.1075 |  0.9659  |   0.9660  | 0.9659 |  0.9659  | 0.9501 |     0.9501    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 4.7118 |  0.5779  |   0.6040  | 0.5779 |  0.5785  | 0.4086 |     0.4004    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9977208912372589
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.4480 |  0.4075  |   0.3299  | 0.4075 |  0.3224  | 0.0622 |     0.0476    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3096 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2203 |  0.3864  |   0.1493  | 0.3864 |  0.2154  | 0.0000 |     0.0000    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2245 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2040 |  0.4984  |   0.3984  | 0.4984 |  0.4145  | 0.2299 |     0.1884    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1782 |  0.5649  |   0.3982  | 0.5649 |  0.4659  | 0.3670 |     0.3341    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1345 |  0.5942  |   0.4557  | 0.5942 |  0.5132  | 0.3750 |     0.3492    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1983 |  0.5649  |   0.4482  | 0.5649 |  0.4756  | 0.4055 |     0.3373    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0898 |  0.6039  |   0.4566  | 0.6039 |  0.5199  | 0.3872 |     0.3638    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1230 |  0.5779  |   0.4450  | 0.5779 |  0.4829  | 0.4212 |     0.3567    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.1215 |  0.5877  |   0.4435  | 0.5877 |  0.5055  | 0.3590 |     0.3374    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0938 |  0.5649  |   0.4071  | 0.5649 |  0.4667  | 0.3762 |     0.3354    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0696 |  0.6218  |   0.4695  | 0.6218 |  0.5349  | 0.4176 |     0.3924    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.1417 |  0.5779  |   0.4213  | 0.5779 |  0.4782  | 0.4029 |     0.3556    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0177 |  0.6266  |   0.4731  | 0.6266 |  0.5389  | 0.4259 |     0.3997    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0435 |  0.6039  |   0.4330  | 0.6039 |  0.4996  | 0.4390 |     0.3946    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9937 |  0.6315  |   0.4765  | 0.6315 |  0.5431  | 0.4340 |     0.4077    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 0.9967 |  0.5974  |   0.4164  | 0.5974 |  0.4906  | 0.4193 |     0.3832    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9633 |  0.6412  |   0.4842  | 0.6412 |  0.5514  | 0.4510 |     0.4231    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 0.9798 |  0.6039  |   0.4214  | 0.6039 |  0.4961  | 0.4305 |     0.3933    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9391 |  0.6591  |   0.4988  | 0.6591 |  0.5675  | 0.4820 |     0.4526    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9731 |  0.5974  |   0.4315  | 0.5974 |  0.4957  | 0.4292 |     0.3848    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9118 |  0.6429  |   0.4851  | 0.6429 |  0.5528  | 0.4535 |     0.4259    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0018 |  0.6104  |   0.4521  | 0.6104 |  0.5098  | 0.4590 |     0.4052    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9049 |  0.6705  |   0.5834  | 0.6705 |  0.5835  | 0.5033 |     0.4724    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9698 |  0.5974  |   0.4938  | 0.5974 |  0.4992  | 0.4188 |     0.3844    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8542 |  0.6786  |   0.5915  | 0.6786 |  0.6012  | 0.5142 |     0.4877    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9781 |  0.5909  |   0.4561  | 0.5909 |  0.4959  | 0.4088 |     0.3764    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.8287 |  0.6802  |   0.7087  | 0.6802 |  0.6160  | 0.5160 |     0.4938    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.0130 |  0.5974  |   0.5117  | 0.5974 |  0.5241  | 0.4303 |     0.3932    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.8534 |  0.6705  |   0.6449  | 0.6705 |  0.6190  | 0.5015 |     0.4847    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0312 |  0.5649  |   0.4779  | 0.5649 |  0.4820  | 0.3869 |     0.3402    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.8497 |  0.6721  |   0.6468  | 0.6721 |  0.6210  | 0.5051 |     0.4859    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9532 |  0.6429  |   0.5950  | 0.6429 |  0.5946  | 0.4885 |     0.4719    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.7735 |  0.7289  |   0.7176  | 0.7289 |  0.7042  | 0.5932 |     0.5841    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 0.9482 |  0.5844  |   0.5051  | 0.5844 |  0.5356  | 0.4002 |     0.3876    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.7060 |  0.7305  |   0.7219  | 0.7305 |  0.6932  | 0.5967 |     0.5837    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.0151 |  0.5779  |   0.5404  | 0.5779 |  0.5467  | 0.3916 |     0.3860    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.6519 |  0.7321  |   0.7183  | 0.7321 |  0.7141  | 0.5994 |     0.5939    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.0165 |  0.5974  |   0.5327  | 0.5974 |  0.5548  | 0.4183 |     0.4110    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.6069 |  0.7662  |   0.7567  | 0.7662 |  0.7387  | 0.6518 |     0.6408    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.0544 |  0.5909  |   0.5589  | 0.5909 |  0.5640  | 0.4120 |     0.4057    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.6436 |  0.7646  |   0.7570  | 0.7646 |  0.7538  | 0.6505 |     0.6462    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.0518 |  0.6104  |   0.6093  | 0.6104 |  0.6074  | 0.4487 |     0.4478    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.5579 |  0.7808  |   0.7686  | 0.7808 |  0.7669  | 0.6740 |     0.6697    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.0884 |  0.6104  |   0.5541  | 0.6104 |  0.5619  | 0.4370 |     0.4235    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.5494 |  0.7955  |   0.7867  | 0.7955 |  0.7838  | 0.6966 |     0.6927    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.1588 |  0.5974  |   0.5403  | 0.5974 |  0.5590  | 0.4188 |     0.4116    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.4263 |  0.8295  |   0.8254  | 0.8295 |  0.8230  | 0.7477 |     0.7452    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.3653 |  0.5974  |   0.5720  | 0.5974 |  0.5773  | 0.4231 |     0.4184    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3927 |  0.8523  |   0.8501  | 0.8523 |  0.8497  | 0.7821 |     0.7813    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.5877 |  0.6104  |   0.5810  | 0.6104 |  0.5887  | 0.4403 |     0.4364    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.4115 |  0.8409  |   0.8410  | 0.8409 |  0.8372  | 0.7653 |     0.7632    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.3974 |  0.5909  |   0.5781  | 0.5909 |  0.5807  | 0.4183 |     0.4167    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.3673 |  0.8734  |   0.8738  | 0.8734 |  0.8705  | 0.8137 |     0.8118    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.4759 |  0.6039  |   0.5911  | 0.6039 |  0.5956  | 0.4393 |     0.4381    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.3169 |  0.8864  |   0.8898  | 0.8864 |  0.8876  | 0.8352 |     0.8349    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.5275 |  0.6429  |   0.6254  | 0.6429 |  0.6176  | 0.4871 |     0.4783    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.3439 |  0.8799  |   0.8793  | 0.8799 |  0.8778  | 0.8233 |     0.8223    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.7613 |  0.5714  |   0.5593  | 0.5714 |  0.5527  | 0.3979 |     0.3895    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.2927 |  0.8847  |   0.8851  | 0.8847 |  0.8841  | 0.8309 |     0.8306    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.0707 |  0.5714  |   0.5282  | 0.5714 |  0.5351  | 0.3840 |     0.3754    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.3893 |  0.8604  |   0.8604  | 0.8604 |  0.8597  | 0.7955 |     0.7949    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.3856 |  0.6169  |   0.5977  | 0.6169 |  0.6042  | 0.4555 |     0.4535    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.2902 |  0.8994  |   0.8997  | 0.8994 |  0.8991  | 0.8534 |     0.8530    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.6547 |  0.6104  |   0.5715  | 0.6104 |  0.5786  | 0.4386 |     0.4320    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.45batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.2247 |  0.9156  |   0.9175  | 0.9156 |  0.9138  | 0.8762 |     0.8747    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.7590 |  0.6104  |   0.5897  | 0.6104 |  0.5900  | 0.4399 |     0.4355    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1875 |  0.9432  |   0.9434  | 0.9432 |  0.9431  | 0.9171 |     0.9170    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.1681 |  0.6104  |   0.5838  | 0.6104 |  0.5904  | 0.4414 |     0.4378    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.2179 |  0.9140  |   0.9147  | 0.9140 |  0.9138  | 0.8741 |     0.8738    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.1766 |  0.6364  |   0.6187  | 0.6364 |  0.6174  | 0.4822 |     0.4760    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1365 |  0.9513  |   0.9515  | 0.9513 |  0.9512  | 0.9288 |     0.9286    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.4148 |  0.6039  |   0.5548  | 0.6039 |  0.5697  | 0.4314 |     0.4255    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.1287 |  0.9529  |   0.9532  | 0.9529 |  0.9530  | 0.9313 |     0.9313    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.3398 |  0.6299  |   0.6038  | 0.6299 |  0.6040  | 0.4682 |     0.4604    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1359 |  0.9464  |   0.9466  | 0.9464 |  0.9459  | 0.9216 |     0.9212    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.7405 |  0.5974  |   0.5853  | 0.5974 |  0.5889  | 0.4291 |     0.4277    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1487 |  0.9513  |   0.9511  | 0.9513 |  0.9511  | 0.9287 |     0.9287    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.7830 |  0.5714  |   0.5433  | 0.5714 |  0.5530  | 0.3876 |     0.3852    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1321 |  0.9610  |   0.9611  | 0.9610 |  0.9610  | 0.9431 |     0.9430    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 3.0395 |  0.5844  |   0.5583  | 0.5844 |  0.5558  | 0.4026 |     0.3924    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1528 |  0.9464  |   0.9466  | 0.9464 |  0.9460  | 0.9215 |     0.9212    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.2620 |  0.6169  |   0.6059  | 0.6169 |  0.6075  | 0.4531 |     0.4512    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1194 |  0.9578  |   0.9579  | 0.9578 |  0.9578  | 0.9384 |     0.9384    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.4642 |  0.5779  |   0.5393  | 0.5779 |  0.5532  | 0.3940 |     0.3904    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0881 |  0.9708  |   0.9707  | 0.9708 |  0.9707  | 0.9573 |     0.9572    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.8190 |  0.6169  |   0.5967  | 0.6169 |  0.5858  | 0.4484 |     0.4404    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0644 |  0.9756  |   0.9758  | 0.9756 |  0.9756  | 0.9644 |     0.9644    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.0902 |  0.5844  |   0.5289  | 0.5844 |  0.5465  | 0.3996 |     0.3931    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0517 |  0.9870  |   0.9871  | 0.9870 |  0.9870  | 0.9810 |     0.9810    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.4383 |  0.6104  |   0.5740  | 0.6104 |  0.5829  | 0.4396 |     0.4342    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0964 |  0.9659  |   0.9660  | 0.9659 |  0.9659  | 0.9502 |     0.9502    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.3415 |  0.6299  |   0.6211  | 0.6299 |  0.5974  | 0.4763 |     0.4599    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1387 |  0.9497  |   0.9496  | 0.9497 |  0.9493  | 0.9263 |     0.9261    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 3.2124 |  0.6299  |   0.6080  | 0.6299 |  0.6099  | 0.4741 |     0.4675    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.2105 |  0.9367  |   0.9379  | 0.9367 |  0.9371  | 0.9081 |     0.9079    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.7471 |  0.5844  |   0.5467  | 0.5844 |  0.5459  | 0.4040 |     0.3918    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.2559 |  0.9188  |   0.9198  | 0.9188 |  0.9178  | 0.8811 |     0.8802    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.5792 |  0.5714  |   0.5709  | 0.5714 |  0.5488  | 0.4104 |     0.3975    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9481768310070038
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.4187 |  0.3669  |   0.2725  | 0.3669 |  0.2816  | -0.0112 |    -0.0085    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3042 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2208 |  0.4805  |   0.3632  | 0.4805 |  0.4129  | 0.1775 |     0.1663    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2048 |  0.5519  |   0.3834  | 0.5519 |  0.4525  | 0.3425 |     0.3130    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1703 |  0.5633  |   0.4253  | 0.5633 |  0.4846  | 0.3174 |     0.2982    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2015 |  0.5325  |   0.3790  | 0.5325 |  0.4386  | 0.3175 |     0.2854    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.0980 |  0.5812  |   0.4399  | 0.5812 |  0.4999  | 0.3487 |     0.3262    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.0738 |  0.5519  |   0.3839  | 0.5519 |  0.4519  | 0.3433 |     0.3122    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0811 |  0.5649  |   0.4343  | 0.5649 |  0.4854  | 0.3262 |     0.2988    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1180 |  0.5390  |   0.3859  | 0.5390 |  0.4436  | 0.3317 |     0.2957    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0694 |  0.5958  |   0.4514  | 0.5958 |  0.5126  | 0.3750 |     0.3513    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0655 |  0.5714  |   0.3995  | 0.5714 |  0.4670  | 0.3796 |     0.3414    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0677 |  0.5925  |   0.4488  | 0.5925 |  0.5096  | 0.3685 |     0.3444    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0297 |  0.5584  |   0.3886  | 0.5584 |  0.4581  | 0.3540 |     0.3235    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9959 |  0.6055  |   0.4572  | 0.6055 |  0.5210  | 0.3898 |     0.3663    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0258 |  0.5519  |   0.4043  | 0.5519 |  0.4561  | 0.3610 |     0.3162    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0013 |  0.5990  |   0.4526  | 0.5990 |  0.5154  | 0.3791 |     0.3561    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.1025 |  0.5649  |   0.4416  | 0.5649 |  0.4820  | 0.3731 |     0.3429    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9697 |  0.6185  |   0.5414  | 0.6185 |  0.5494  | 0.4158 |     0.3934    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0388 |  0.5649  |   0.4519  | 0.5649 |  0.5003  | 0.3684 |     0.3544    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9022 |  0.6380  |   0.6298  | 0.6380 |  0.5928  | 0.4476 |     0.4360    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0535 |  0.5779  |   0.4680  | 0.5779 |  0.4943  | 0.3858 |     0.3596    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8823 |  0.6526  |   0.6569  | 0.6526 |  0.6129  | 0.4731 |     0.4624    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0984 |  0.5584  |   0.4541  | 0.5584 |  0.4840  | 0.3567 |     0.3334    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8612 |  0.6786  |   0.6694  | 0.6786 |  0.6540  | 0.5157 |     0.5076    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9766 |  0.5909  |   0.5600  | 0.5909 |  0.5525  | 0.4108 |     0.3986    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.7697 |  0.6899  |   0.6725  | 0.6899 |  0.6642  | 0.5322 |     0.5247    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0546 |  0.5649  |   0.5600  | 0.5649 |  0.5506  | 0.3814 |     0.3774    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7166 |  0.7289  |   0.7150  | 0.7289 |  0.7156  | 0.5952 |     0.5917    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.0933 |  0.5714  |   0.6007  | 0.5714 |  0.5485  | 0.4040 |     0.3922    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6405 |  0.7435  |   0.7455  | 0.7435 |  0.7269  | 0.6185 |     0.6102    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0979 |  0.6039  |   0.5744  | 0.6039 |  0.5824  | 0.4318 |     0.4277    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.6257 |  0.7386  |   0.7356  | 0.7386 |  0.7327  | 0.6117 |     0.6100    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0623 |  0.6169  |   0.5533  | 0.6169 |  0.5820  | 0.4523 |     0.4463    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.5634 |  0.7938  |   0.7874  | 0.7938 |  0.7864  | 0.6944 |     0.6921    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.2158 |  0.5714  |   0.5562  | 0.5714 |  0.5543  | 0.3899 |     0.3851    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.5392 |  0.7955  |   0.7930  | 0.7955 |  0.7931  | 0.6986 |     0.6981    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.1560 |  0.6623  |   0.6227  | 0.6623 |  0.6288  | 0.5149 |     0.5062    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.4514 |  0.8166  |   0.8123  | 0.8166 |  0.8130  | 0.7294 |     0.7287    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.4703 |  0.6039  |   0.6097  | 0.6039 |  0.5891  | 0.4428 |     0.4313    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.3840 |  0.8555  |   0.8561  | 0.8555 |  0.8533  | 0.7871 |     0.7859    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.4480 |  0.6169  |   0.6403  | 0.6169 |  0.6199  | 0.4710 |     0.4660    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.3700 |  0.8653  |   0.8632  | 0.8653 |  0.8636  | 0.8020 |     0.8017    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.5953 |  0.6299  |   0.6472  | 0.6299 |  0.6348  | 0.4854 |     0.4833    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.4923 |  0.8182  |   0.8159  | 0.8182 |  0.8159  | 0.7320 |     0.7313    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.4310 |  0.5779  |   0.5423  | 0.5779 |  0.5555  | 0.3942 |     0.3911    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.3570 |  0.8604  |   0.8618  | 0.8604 |  0.8597  | 0.7960 |     0.7947    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.4945 |  0.6494  |   0.6234  | 0.6494 |  0.6334  | 0.4995 |     0.4975    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3097 |  0.8945  |   0.8963  | 0.8945 |  0.8952  | 0.8464 |     0.8463    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.9520 |  0.6234  |   0.5952  | 0.6234 |  0.5978  | 0.4590 |     0.4529    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2243 |  0.9058  |   0.9051  | 0.9058 |  0.9046  | 0.8616 |     0.8611    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.7623 |  0.6494  |   0.6464  | 0.6494 |  0.6475  | 0.5060 |     0.5058    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2034 |  0.9269  |   0.9279  | 0.9269 |  0.9273  | 0.8937 |     0.8936    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.9639 |  0.6494  |   0.6054  | 0.6494 |  0.6112  | 0.4963 |     0.4856    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.1420 |  0.9529  |   0.9533  | 0.9529 |  0.9523  | 0.9311 |     0.9306    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.90batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.8373 |  0.6623  |   0.6632  | 0.6623 |  0.6619  | 0.5244 |     0.5240    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.0952 |  0.9724  |   0.9723  | 0.9724 |  0.9722  | 0.9596 |     0.9596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.9493 |  0.6558  |   0.6284  | 0.6558 |  0.6345  | 0.5067 |     0.5021    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.0642 |  0.9773  |   0.9773  | 0.9773 |  0.9772  | 0.9668 |     0.9667    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 3.5495 |  0.6234  |   0.6061  | 0.6234 |  0.6057  | 0.4621 |     0.4563    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.0583 |  0.9724  |   0.9726  | 0.9724 |  0.9721  | 0.9598 |     0.9596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 3.7428 |  0.6299  |   0.6165  | 0.6299 |  0.6131  | 0.4716 |     0.4675    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.0665 |  0.9740  |   0.9741  | 0.9740 |  0.9740  | 0.9621 |     0.9620    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 3.2244 |  0.6494  |   0.6315  | 0.6494 |  0.6381  | 0.5007 |     0.4993    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.2047 |  0.9529  |   0.9532  | 0.9529 |  0.9528  | 0.9312 |     0.9310    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 3.2482 |  0.6364  |   0.6210  | 0.6364 |  0.6237  | 0.4843 |     0.4811    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.2026 |  0.9253  |   0.9263  | 0.9253 |  0.9256  | 0.8912 |     0.8910    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.3161 |  0.6104  |   0.5894  | 0.6104 |  0.5867  | 0.4468 |     0.4370    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.2327 |  0.9253  |   0.9260  | 0.9253 |  0.9255  | 0.8915 |     0.8913    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.93batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.5812 |  0.5909  |   0.5569  | 0.5909 |  0.5648  | 0.4145 |     0.4085    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1759 |  0.9383  |   0.9387  | 0.9383 |  0.9379  | 0.9096 |     0.9094    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.0841 |  0.6558  |   0.6362  | 0.6558 |  0.6397  | 0.5081 |     0.5049    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.0833 |  0.9773  |   0.9773  | 0.9773 |  0.9773  | 0.9668 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.5591 |  0.6429  |   0.6263  | 0.6429 |  0.6329  | 0.4922 |     0.4911    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0581 |  0.9756  |   0.9756  | 0.9756 |  0.9756  | 0.9644 |     0.9643    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.7009 |  0.6429  |   0.6077  | 0.6429 |  0.6158  | 0.4892 |     0.4837    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0427 |  0.9854  |   0.9855  | 0.9854 |  0.9854  | 0.9787 |     0.9787    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 3.1386 |  0.6753  |   0.6603  | 0.6753 |  0.6582  | 0.5393 |     0.5354    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0770 |  0.9789  |   0.9788  | 0.9789 |  0.9788  | 0.9691 |     0.9691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 3.0610 |  0.6169  |   0.5991  | 0.6169 |  0.6035  | 0.4534 |     0.4506    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1880 |  0.9562  |   0.9563  | 0.9562 |  0.9562  | 0.9360 |     0.9360    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 3.0370 |  0.5974  |   0.6224  | 0.5974 |  0.5916  | 0.4343 |     0.4291    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1146 |  0.9692  |   0.9693  | 0.9692 |  0.9689  | 0.9549 |     0.9547    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.0665 |  0.6558  |   0.6483  | 0.6558 |  0.6444  | 0.5149 |     0.5115    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0613 |  0.9821  |   0.9821  | 0.9821 |  0.9820  | 0.9739 |     0.9738    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.4772 |  0.6364  |   0.6369  | 0.6364 |  0.6359  | 0.4888 |     0.4884    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0315 |  0.9935  |   0.9935  | 0.9935 |  0.9935  | 0.9905 |     0.9905    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.9785 |  0.6429  |   0.6256  | 0.6429 |  0.6303  | 0.4911 |     0.4891    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0200 |  0.9919  |   0.9919  | 0.9919 |  0.9919  | 0.9881 |     0.9881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.75batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.2363 |  0.6429  |   0.6248  | 0.6429 |  0.6283  | 0.4906 |     0.4880    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0175 |  0.9919  |   0.9919  | 0.9919 |  0.9919  | 0.9881 |     0.9881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.2994 |  0.6753  |   0.6624  | 0.6753 |  0.6642  | 0.5372 |     0.5344    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0378 |  0.9903  |   0.9903  | 0.9903 |  0.9902  | 0.9858 |     0.9858    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.5989 |  0.6494  |   0.6390  | 0.6494 |  0.6396  | 0.5015 |     0.4982    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0208 |  0.9919  |   0.9919  | 0.9919 |  0.9919  | 0.9881 |     0.9881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 3.9822 |  0.6558  |   0.6426  | 0.6558 |  0.6341  | 0.5102 |     0.5033    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0208 |  0.9935  |   0.9935  | 0.9935 |  0.9935  | 0.9905 |     0.9905    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 3.7765 |  0.6623  |   0.6458  | 0.6623 |  0.6462  | 0.5210 |     0.5174    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0245 |  0.9935  |   0.9936  | 0.9935 |  0.9935  | 0.9906 |     0.9905    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 3.9844 |  0.6039  |   0.5546  | 0.6039 |  0.5714  | 0.4292 |     0.4239    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9766492888331413
Generation 0: Best individual - (0.2, 1024, 1024), Best fitness - 0.8679148554801941
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.3494 |  0.3360  |   0.2833  | 0.3360 |  0.2749  | -0.0209 |    -0.0175    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3375 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2980 |  0.4221  |   0.3294  | 0.4221 |  0.3206  | 0.0907 |     0.0625    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3144 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2418 |  0.3864  |   0.3848  | 0.3864 |  0.2427  | 0.0793 |     0.0273    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2966 |  0.5325  |   0.3804  | 0.5325 |  0.4383  | 0.3195 |     0.2857    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.2184 |  0.5292  |   0.4017  | 0.5292 |  0.4548  | 0.2602 |     0.2421    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1498 |  0.5779  |   0.4021  | 0.5779 |  0.4733  | 0.3871 |     0.3521    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1263 |  0.5682  |   0.4310  | 0.5682 |  0.4884  | 0.3272 |     0.3050    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0766 |  0.5909  |   0.4104  | 0.5909 |  0.4842  | 0.4080 |     0.3725    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0571 |  0.6055  |   0.4610  | 0.6055 |  0.5214  | 0.3920 |     0.3650    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.1160 |  0.5584  |   0.3960  | 0.5584 |  0.4596  | 0.3607 |     0.3250    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0584 |  0.6201  |   0.4687  | 0.6201 |  0.5337  | 0.4151 |     0.3900    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.1121 |  0.5519  |   0.4281  | 0.5519 |  0.4586  | 0.3817 |     0.3175    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0204 |  0.6315  |   0.4771  | 0.6315 |  0.5435  | 0.4343 |     0.4081    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0877 |  0.5649  |   0.4032  | 0.5649 |  0.4661  | 0.3727 |     0.3350    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9804 |  0.6461  |   0.4884  | 0.6461 |  0.5561  | 0.4596 |     0.4317    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0124 |  0.5844  |   0.4146  | 0.5844 |  0.4816  | 0.4038 |     0.3645    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9515 |  0.6591  |   0.5014  | 0.6591 |  0.5682  | 0.4839 |     0.4530    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.78batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0202 |  0.6169  |   0.4336  | 0.6169 |  0.5079  | 0.4544 |     0.4136    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9096 |  0.6623  |   0.5015  | 0.6623 |  0.5702  | 0.4881 |     0.4580    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9778 |  0.6039  |   0.4207  | 0.6039 |  0.4957  | 0.4302 |     0.3932    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9196 |  0.6591  |   0.5719  | 0.6591 |  0.5717  | 0.4847 |     0.4542    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9812 |  0.6039  |   0.5692  | 0.6039 |  0.5049  | 0.4305 |     0.3946    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8380 |  0.6769  |   0.6120  | 0.6769 |  0.6133  | 0.5119 |     0.4905    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9929 |  0.6169  |   0.6557  | 0.6169 |  0.5586  | 0.4465 |     0.4290    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.7746 |  0.7078  |   0.6794  | 0.7078 |  0.6695  | 0.5620 |     0.5509    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9089 |  0.6299  |   0.5953  | 0.6299 |  0.5977  | 0.4671 |     0.4582    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7192 |  0.7500  |   0.7466  | 0.7500 |  0.7242  | 0.6283 |     0.6180    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9696 |  0.6494  |   0.6367  | 0.6494 |  0.6300  | 0.4995 |     0.4947    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.7407 |  0.7338  |   0.7257  | 0.7338 |  0.7226  | 0.6047 |     0.6008    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0722 |  0.6169  |   0.5689  | 0.6169 |  0.5619  | 0.4456 |     0.4292    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.6420 |  0.7565  |   0.7450  | 0.7565 |  0.7454  | 0.6376 |     0.6347    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0319 |  0.6299  |   0.6402  | 0.6299 |  0.5984  | 0.4703 |     0.4610    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.5615 |  0.7792  |   0.7697  | 0.7792 |  0.7733  | 0.6743 |     0.6735    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0339 |  0.6234  |   0.6478  | 0.6234 |  0.6243  | 0.4762 |     0.4686    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.4955 |  0.8149  |   0.8137  | 0.8149 |  0.8069  | 0.7272 |     0.7232    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.1661 |  0.6494  |   0.6285  | 0.6494 |  0.6350  | 0.5020 |     0.4997    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.4568 |  0.8344  |   0.8327  | 0.8344 |  0.8318  | 0.7559 |     0.7551    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.1731 |  0.6169  |   0.6247  | 0.6169 |  0.6159  | 0.4636 |     0.4606    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.3585 |  0.8620  |   0.8623  | 0.8620 |  0.8615  | 0.7983 |     0.7977    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.5420 |  0.6299  |   0.6239  | 0.6299 |  0.6085  | 0.4697 |     0.4631    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.3629 |  0.8669  |   0.8664  | 0.8669 |  0.8660  | 0.8046 |     0.8041    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.8046 |  0.6623  |   0.6742  | 0.6623 |  0.6629  | 0.5274 |     0.5250    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.3603 |  0.8571  |   0.8580  | 0.8571 |  0.8566  | 0.7913 |     0.7904    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.3958 |  0.6623  |   0.6783  | 0.6623 |  0.6472  | 0.5175 |     0.5115    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.40batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.3897 |  0.8523  |   0.8478  | 0.8523 |  0.8474  | 0.7826 |     0.7813    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.5792 |  0.6104  |   0.6183  | 0.6104 |  0.6007  | 0.4512 |     0.4450    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.2856 |  0.9107  |   0.9121  | 0.9107 |  0.9097  | 0.8695 |     0.8682    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.7239 |  0.6104  |   0.5852  | 0.6104 |  0.5921  | 0.4452 |     0.4421    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.40batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2366 |  0.9123  |   0.9122  | 0.9123 |  0.9120  | 0.8716 |     0.8714    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.9630 |  0.6494  |   0.6239  | 0.6494 |  0.6304  | 0.4994 |     0.4952    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2640 |  0.9042  |   0.9042  | 0.9042 |  0.9034  | 0.8593 |     0.8588    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.9441 |  0.6234  |   0.6217  | 0.6234 |  0.6175  | 0.4707 |     0.4681    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2436 |  0.9091  |   0.9105  | 0.9091 |  0.9096  | 0.8676 |     0.8674    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.7618 |  0.6429  |   0.6210  | 0.6429 |  0.6285  | 0.4937 |     0.4914    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.1732 |  0.9334  |   0.9332  | 0.9334 |  0.9329  | 0.9025 |     0.9022    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.0365 |  0.6623  |   0.6392  | 0.6623 |  0.6398  | 0.5184 |     0.5107    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1544 |  0.9497  |   0.9499  | 0.9497 |  0.9496  | 0.9263 |     0.9262    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.2311 |  0.6558  |   0.6159  | 0.6558 |  0.6141  | 0.5079 |     0.4946    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1636 |  0.9562  |   0.9560  | 0.9562 |  0.9559  | 0.9358 |     0.9357    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.4481 |  0.6104  |   0.5823  | 0.6104 |  0.5894  | 0.4436 |     0.4394    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1767 |  0.9448  |   0.9451  | 0.9448 |  0.9445  | 0.9192 |     0.9189    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.4566 |  0.6494  |   0.6519  | 0.6494 |  0.6455  | 0.5079 |     0.5051    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1987 |  0.9383  |   0.9384  | 0.9383 |  0.9383  | 0.9098 |     0.9098    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.0294 |  0.6558  |   0.6307  | 0.6558 |  0.6360  | 0.5084 |     0.5035    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.2126 |  0.9237  |   0.9243  | 0.9237 |  0.9233  | 0.8884 |     0.8878    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.7410 |  0.6558  |   0.6413  | 0.6558 |  0.6382  | 0.5128 |     0.5085    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1125 |  0.9627  |   0.9637  | 0.9627 |  0.9627  | 0.9457 |     0.9455    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.9877 |  0.6753  |   0.6588  | 0.6753 |  0.6631  | 0.5369 |     0.5346    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.0694 |  0.9805  |   0.9807  | 0.9805 |  0.9805  | 0.9716 |     0.9714    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.2734 |  0.6558  |   0.6420  | 0.6558 |  0.6452  | 0.5129 |     0.5107    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.0331 |  0.9886  |   0.9887  | 0.9886 |  0.9886  | 0.9834 |     0.9834    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.9268 |  0.6364  |   0.6341  | 0.6364 |  0.6330  | 0.4890 |     0.4876    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0302 |  0.9935  |   0.9936  | 0.9935 |  0.9935  | 0.9905 |     0.9905    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 3.5793 |  0.6429  |   0.6145  | 0.6429 |  0.6234  | 0.4894 |     0.4860    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0272 |  0.9903  |   0.9902  | 0.9903 |  0.9902  | 0.9858 |     0.9858    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 3.3381 |  0.6623  |   0.6456  | 0.6623 |  0.6523  | 0.5206 |     0.5195    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0258 |  0.9935  |   0.9937  | 0.9935 |  0.9935  | 0.9906 |     0.9905    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 3.8478 |  0.6494  |   0.6153  | 0.6494 |  0.6218  | 0.4989 |     0.4911    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0250 |  0.9903  |   0.9904  | 0.9903 |  0.9902  | 0.9858 |     0.9857    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 3.3972 |  0.6234  |   0.6095  | 0.6234 |  0.6143  | 0.4654 |     0.4643    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0338 |  0.9919  |   0.9919  | 0.9919 |  0.9919  | 0.9881 |     0.9881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 4.0696 |  0.6104  |   0.5918  | 0.6104 |  0.5959  | 0.4463 |     0.4428    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1344 |  0.9659  |   0.9658  | 0.9659 |  0.9658  | 0.9502 |     0.9501    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.1836 |  0.6299  |   0.6182  | 0.6299 |  0.6208  | 0.4749 |     0.4728    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1420 |  0.9481  |   0.9479  | 0.9481 |  0.9479  | 0.9240 |     0.9239    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.2459 |  0.6039  |   0.5774  | 0.6039 |  0.5847  | 0.4357 |     0.4314    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1162 |  0.9594  |   0.9596  | 0.9594 |  0.9593  | 0.9406 |     0.9405    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.1089 |  0.6299  |   0.6176  | 0.6299 |  0.6213  | 0.4752 |     0.4737    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.1071 |  0.9692  |   0.9694  | 0.9692 |  0.9690  | 0.9549 |     0.9548    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.8321 |  0.6169  |   0.5960  | 0.6169 |  0.6028  | 0.4546 |     0.4524    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0647 |  0.9773  |   0.9773  | 0.9773 |  0.9772  | 0.9668 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.8561 |  0.6429  |   0.6263  | 0.6429 |  0.6207  | 0.4907 |     0.4854    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0491 |  0.9870  |   0.9871  | 0.9870 |  0.9870  | 0.9810 |     0.9810    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 3.0440 |  0.5909  |   0.5981  | 0.5909 |  0.5937  | 0.4284 |     0.4279    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0225 |  0.9919  |   0.9919  | 0.9919 |  0.9919  | 0.9882 |     0.9881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 3.4640 |  0.6364  |   0.6117  | 0.6364 |  0.6168  | 0.4804 |     0.4765    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0559 |  0.9821  |   0.9823  | 0.9821 |  0.9822  | 0.9739 |     0.9739    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 3.2207 |  0.6299  |   0.6328  | 0.6299 |  0.6284  | 0.4820 |     0.4802    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9088697358965874
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.5562 |  0.3782  |   0.2783  | 0.3782 |  0.2966  | -0.0085 |    -0.0067    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3309 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.3175 |  0.3864  |   0.1493  | 0.3864 |  0.2154  | 0.0000 |     0.0000    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3162 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2058 |  0.4854  |   0.3890  | 0.4854 |  0.4034  | 0.2050 |     0.1674    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1668 |  0.5000  |   0.3545  | 0.5000 |  0.4085  | 0.2659 |     0.2363    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1264 |  0.5633  |   0.4253  | 0.5633 |  0.4846  | 0.3178 |     0.2986    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1223 |  0.5260  |   0.3846  | 0.5260 |  0.4343  | 0.3157 |     0.2766    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0798 |  0.5812  |   0.4386  | 0.5812 |  0.4998  | 0.3480 |     0.3267    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0889 |  0.5844  |   0.4058  | 0.5844 |  0.4783  | 0.3977 |     0.3622    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0494 |  0.5974  |   0.4543  | 0.5974 |  0.5134  | 0.3789 |     0.3518    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0518 |  0.5649  |   0.3922  | 0.5649 |  0.4625  | 0.3647 |     0.3324    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0441 |  0.6120  |   0.4619  | 0.6120 |  0.5264  | 0.4007 |     0.3765    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0388 |  0.5519  |   0.4019  | 0.5519 |  0.4564  | 0.3580 |     0.3160    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0178 |  0.6104  |   0.4617  | 0.6104 |  0.5254  | 0.3988 |     0.3744    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0295 |  0.5974  |   0.4144  | 0.5974 |  0.4892  | 0.4189 |     0.3825    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0221 |  0.6429  |   0.4851  | 0.6429 |  0.5528  | 0.4535 |     0.4259    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 0.9674 |  0.6104  |   0.4241  | 0.6104 |  0.5005  | 0.4405 |     0.4028    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9545 |  0.6380  |   0.4822  | 0.6380 |  0.5487  | 0.4457 |     0.4178    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 0.9741 |  0.6169  |   0.4404  | 0.6169 |  0.5097  | 0.4599 |     0.4143    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9533 |  0.6542  |   0.4946  | 0.6542 |  0.5632  | 0.4733 |     0.4447    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.78batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9885 |  0.6169  |   0.4298  | 0.6169 |  0.5064  | 0.4520 |     0.4130    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9309 |  0.6656  |   0.5064  | 0.6656 |  0.5738  | 0.4951 |     0.4634    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.1248 |  0.5714  |   0.3956  | 0.5714 |  0.4638  | 0.3804 |     0.3412    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 1.0582 |  0.6234  |   0.6067  | 0.6234 |  0.5388  | 0.4202 |     0.3953    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0918 |  0.5909  |   0.4098  | 0.5909 |  0.4835  | 0.4084 |     0.3723    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.9919 |  0.6688  |   0.5047  | 0.6688 |  0.5751  | 0.4981 |     0.4676    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9910 |  0.5974  |   0.4295  | 0.5974 |  0.4944  | 0.4292 |     0.3848    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.9176 |  0.6623  |   0.6393  | 0.6623 |  0.5763  | 0.4877 |     0.4594    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.0120 |  0.6234  |   0.4723  | 0.6234 |  0.5243  | 0.4876 |     0.4253    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.8951 |  0.6656  |   0.5078  | 0.6656 |  0.5754  | 0.4934 |     0.4642    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 0.9923 |  0.5974  |   0.4229  | 0.5974 |  0.4935  | 0.4223 |     0.3839    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.8587 |  0.6851  |   0.6670  | 0.6851 |  0.6037  | 0.5258 |     0.4974    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0155 |  0.6039  |   0.4273  | 0.6039 |  0.4996  | 0.4309 |     0.3947    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.9107 |  0.6672  |   0.6335  | 0.6672 |  0.5982  | 0.4958 |     0.4722    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0987 |  0.5455  |   0.4162  | 0.5455 |  0.4602  | 0.3509 |     0.3092    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.9298 |  0.6494  |   0.5184  | 0.6494 |  0.5700  | 0.4638 |     0.4425    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 0.9405 |  0.6234  |   0.4475  | 0.6234 |  0.5168  | 0.4709 |     0.4242    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.8224 |  0.7013  |   0.6684  | 0.7013 |  0.6398  | 0.5497 |     0.5294    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.0159 |  0.5714  |   0.4312  | 0.5714 |  0.4798  | 0.3952 |     0.3472    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.7742 |  0.7078  |   0.6820  | 0.7078 |  0.6633  | 0.5600 |     0.5453    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 0.9543 |  0.6234  |   0.5148  | 0.6234 |  0.5453  | 0.4576 |     0.4325    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.7184 |  0.7192  |   0.7014  | 0.7192 |  0.6607  | 0.5796 |     0.5578    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 0.9835 |  0.5519  |   0.4844  | 0.5519 |  0.4986  | 0.3601 |     0.3355    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.7073 |  0.7354  |   0.7126  | 0.7354 |  0.7137  | 0.6036 |     0.5982    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.2903 |  0.5714  |   0.5901  | 0.5714 |  0.5281  | 0.4109 |     0.3657    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.45batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.6782 |  0.7273  |   0.7054  | 0.7273 |  0.6968  | 0.5918 |     0.5820    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 0.9084 |  0.6169  |   0.5227  | 0.6169 |  0.5380  | 0.4560 |     0.4223    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.6269 |  0.7321  |   0.7164  | 0.7321 |  0.7091  | 0.5992 |     0.5914    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.1367 |  0.5649  |   0.4913  | 0.5649 |  0.5142  | 0.3700 |     0.3592    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  2.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.5836 |  0.7614  |   0.7543  | 0.7614 |  0.7454  | 0.6445 |     0.6393    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.2691 |  0.5649  |   0.4929  | 0.5649 |  0.5146  | 0.3704 |     0.3613    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.5334 |  0.7906  |   0.7908  | 0.7906 |  0.7649  | 0.6914 |     0.6781    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.1565 |  0.5779  |   0.5332  | 0.5779 |  0.5436  | 0.3935 |     0.3874    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.29batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.5575 |  0.7987  |   0.7938  | 0.7987 |  0.7900  | 0.7017 |     0.6986    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.3805 |  0.5714  |   0.4287  | 0.5714 |  0.4893  | 0.3749 |     0.3573    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.5571 |  0.7922  |   0.7850  | 0.7922 |  0.7765  | 0.6911 |     0.6848    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.1523 |  0.5974  |   0.6712  | 0.5974 |  0.5615  | 0.4306 |     0.4201    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.4834 |  0.8247  |   0.8222  | 0.8247 |  0.8189  | 0.7419 |     0.7395    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.2129 |  0.5584  |   0.5223  | 0.5584 |  0.5270  | 0.3682 |     0.3612    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.4390 |  0.8360  |   0.8293  | 0.8360 |  0.8303  | 0.7577 |     0.7565    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.1405 |  0.6039  |   0.5863  | 0.6039 |  0.5904  | 0.4333 |     0.4307    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.3140 |  0.8734  |   0.8711  | 0.8734 |  0.8681  | 0.8137 |     0.8112    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.81batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.6055 |  0.6299  |   0.6175  | 0.6299 |  0.6122  | 0.4697 |     0.4651    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.4119 |  0.8393  |   0.8377  | 0.8393 |  0.8376  | 0.7639 |     0.7634    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.9333 |  0.5714  |   0.5496  | 0.5714 |  0.5512  | 0.3873 |     0.3813    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.3581 |  0.8636  |   0.8594  | 0.8636 |  0.8582  | 0.7987 |     0.7969    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.3839 |  0.6299  |   0.6368  | 0.6299 |  0.6210  | 0.4759 |     0.4715    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.3075 |  0.8864  |   0.8849  | 0.8864 |  0.8835  | 0.8330 |     0.8316    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.8537 |  0.5714  |   0.5443  | 0.5714 |  0.5510  | 0.3847 |     0.3808    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.3158 |  0.8977  |   0.8976  | 0.8977 |  0.8972  | 0.8501 |     0.8499    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.4979 |  0.5974  |   0.5793  | 0.5974 |  0.5716  | 0.4236 |     0.4127    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.3716 |  0.8636  |   0.8643  | 0.8636 |  0.8565  | 0.7999 |     0.7954    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 1.3539 |  0.6039  |   0.5843  | 0.6039 |  0.5889  | 0.4352 |     0.4327    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.2801 |  0.8929  |   0.8909  | 0.8929 |  0.8907  | 0.8427 |     0.8421    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.0760 |  0.5974  |   0.5760  | 0.5974 |  0.5816  | 0.4255 |     0.4223    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.2642 |  0.8815  |   0.8818  | 0.8815 |  0.8811  | 0.8271 |     0.8267    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.9551 |  0.5649  |   0.5530  | 0.5649 |  0.5572  | 0.3827 |     0.3815    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.2328 |  0.9107  |   0.9108  | 0.9107 |  0.9084  | 0.8691 |     0.8677    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.8874 |  0.6234  |   0.6083  | 0.6234 |  0.6120  | 0.4632 |     0.4608    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.2728 |  0.9107  |   0.9100  | 0.9107 |  0.9097  | 0.8692 |     0.8690    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 1.9643 |  0.6429  |   0.6328  | 0.6429 |  0.6276  | 0.4930 |     0.4892    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.2225 |  0.9140  |   0.9125  | 0.9140 |  0.9129  | 0.8738 |     0.8736    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.1918 |  0.5584  |   0.5173  | 0.5584 |  0.5316  | 0.3650 |     0.3613    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1502 |  0.9416  |   0.9413  | 0.9416 |  0.9411  | 0.9143 |     0.9142    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.7003 |  0.5909  |   0.5610  | 0.5909 |  0.5710  | 0.4142 |     0.4111    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0945 |  0.9627  |   0.9626  | 0.9627 |  0.9624  | 0.9453 |     0.9452    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.1129 |  0.6299  |   0.6246  | 0.6299 |  0.6270  | 0.4773 |     0.4772    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1251 |  0.9643  |   0.9645  | 0.9643 |  0.9644  | 0.9479 |     0.9479    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.9894 |  0.6039  |   0.5898  | 0.6039 |  0.5945  | 0.4385 |     0.4370    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.2095 |  0.9594  |   0.9590  | 0.9594 |  0.9591  | 0.9406 |     0.9405    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.7964 |  0.5909  |   0.6073  | 0.5909 |  0.5836  | 0.4353 |     0.4267    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.2565 |  0.9205  |   0.9211  | 0.9205 |  0.9203  | 0.8837 |     0.8834    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 1.9656 |  0.5779  |   0.5517  | 0.5779 |  0.5584  | 0.3932 |     0.3899    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.2132 |  0.9318  |   0.9333  | 0.9318 |  0.9323  | 0.9009 |     0.9007    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.2561 |  0.5714  |   0.5643  | 0.5714 |  0.5644  | 0.3895 |     0.3876    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1629 |  0.9416  |   0.9407  | 0.9416 |  0.9409  | 0.9143 |     0.9142    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.5012 |  0.6104  |   0.6022  | 0.6104 |  0.6022  | 0.4484 |     0.4467    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.1569 |  0.9481  |   0.9483  | 0.9481 |  0.9481  | 0.9242 |     0.9242    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.6536 |  0.6039  |   0.5768  | 0.6039 |  0.5855  | 0.4338 |     0.4308    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9083794832229615
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.3299 |  0.3458  |   0.3142  | 0.3458 |  0.2656  | -0.0009 |    -0.0007    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3096 |  0.3701  |   0.2453  | 0.3701 |  0.2168  | 0.0595 |     0.0214    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.1972 |  0.4643  |   0.3655  | 0.4643 |  0.3823  | 0.1632 |     0.1332    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.78batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.1489 |  0.5455  |   0.3821  | 0.5455 |  0.4482  | 0.3343 |     0.3043    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.0726 |  0.5909  |   0.4465  | 0.5909 |  0.5086  | 0.3650 |     0.3429    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1189 |  0.5455  |   0.4062  | 0.5455 |  0.4508  | 0.3566 |     0.3068    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.0694 |  0.5958  |   0.4501  | 0.5958 |  0.5126  | 0.3734 |     0.3508    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1083 |  0.5390  |   0.4058  | 0.5390 |  0.4459  | 0.3490 |     0.2972    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0415 |  0.6071  |   0.5997  | 0.6071 |  0.5256  | 0.3973 |     0.3704    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0722 |  0.5390  |   0.4058  | 0.5390 |  0.4459  | 0.3490 |     0.2972    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 0.9787 |  0.6201  |   0.6084  | 0.6201 |  0.5364  | 0.4188 |     0.3911    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.1087 |  0.5584  |   0.3906  | 0.5584 |  0.4597  | 0.3534 |     0.3245    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0077 |  0.6120  |   0.5018  | 0.6120 |  0.5391  | 0.4064 |     0.3840    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0855 |  0.5779  |   0.4740  | 0.5779 |  0.4907  | 0.4099 |     0.3612    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9646 |  0.6412  |   0.5402  | 0.6412 |  0.5576  | 0.4506 |     0.4255    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0719 |  0.5584  |   0.3928  | 0.5584 |  0.4572  | 0.3584 |     0.3226    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.8805 |  0.6510  |   0.5617  | 0.6510 |  0.5662  | 0.4675 |     0.4413    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0095 |  0.5974  |   0.5115  | 0.5974 |  0.5262  | 0.4195 |     0.3934    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.7934 |  0.6867  |   0.6724  | 0.6867 |  0.6395  | 0.5267 |     0.5098    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.1700 |  0.5649  |   0.5251  | 0.5649 |  0.5389  | 0.4001 |     0.3888    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9008 |  0.6688  |   0.6449  | 0.6688 |  0.6286  | 0.5000 |     0.4871    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0945 |  0.5584  |   0.4802  | 0.5584 |  0.4962  | 0.3629 |     0.3392    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8793 |  0.6331  |   0.6135  | 0.6331 |  0.6165  | 0.4525 |     0.4485    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.1147 |  0.5844  |   0.4847  | 0.5844 |  0.5216  | 0.4010 |     0.3825    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.7615 |  0.6932  |   0.6651  | 0.6932 |  0.6506  | 0.5368 |     0.5228    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0886 |  0.5909  |   0.5657  | 0.5909 |  0.5522  | 0.4187 |     0.3985    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.6805 |  0.7192  |   0.7096  | 0.7192 |  0.7078  | 0.5837 |     0.5796    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.1021 |  0.6104  |   0.5785  | 0.6104 |  0.5758  | 0.4397 |     0.4281    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.5850 |  0.7484  |   0.7398  | 0.7484 |  0.7298  | 0.6240 |     0.6170    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.1288 |  0.6104  |   0.5972  | 0.6104 |  0.5971  | 0.4445 |     0.4413    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.5174 |  0.7857  |   0.7800  | 0.7857 |  0.7810  | 0.6834 |     0.6823    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.1448 |  0.6429  |   0.6370  | 0.6429 |  0.6311  | 0.4922 |     0.4862    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.5255 |  0.7906  |   0.7882  | 0.7906 |  0.7865  | 0.6914 |     0.6893    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.4719 |  0.5779  |   0.5567  | 0.5779 |  0.5628  | 0.3961 |     0.3936    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.4505 |  0.8198  |   0.8185  | 0.8198 |  0.8140  | 0.7348 |     0.7323    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.4680 |  0.6299  |   0.6196  | 0.6299 |  0.6151  | 0.4695 |     0.4643    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.3630 |  0.8604  |   0.8571  | 0.8604 |  0.8579  | 0.7951 |     0.7946    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.81batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.6615 |  0.5909  |   0.6014  | 0.5909 |  0.5943  | 0.4291 |     0.4280    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.3245 |  0.8815  |   0.8806  | 0.8815 |  0.8805  | 0.8260 |     0.8257    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 2.0823 |  0.5779  |   0.5892  | 0.5779 |  0.5815  | 0.4119 |     0.4108    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.3268 |  0.8994  |   0.9014  | 0.8994 |  0.8990  | 0.8543 |     0.8532    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.5727 |  0.6104  |   0.5925  | 0.6104 |  0.5887  | 0.4469 |     0.4407    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.3521 |  0.8669  |   0.8667  | 0.8669 |  0.8664  | 0.8052 |     0.8049    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.5591 |  0.5844  |   0.5616  | 0.5844 |  0.5700  | 0.4080 |     0.4061    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.2444 |  0.9221  |   0.9224  | 0.9221 |  0.9215  | 0.8859 |     0.8854    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.6787 |  0.5779  |   0.5509  | 0.5779 |  0.5560  | 0.3972 |     0.3935    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.1931 |  0.9269  |   0.9276  | 0.9269 |  0.9265  | 0.8935 |     0.8928    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 2.1029 |  0.6169  |   0.6109  | 0.6169 |  0.6067  | 0.4533 |     0.4506    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.2211 |  0.9367  |   0.9368  | 0.9367 |  0.9367  | 0.9076 |     0.9076    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 2.6190 |  0.6039  |   0.5899  | 0.6039 |  0.5856  | 0.4325 |     0.4259    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3583 |  0.8880  |   0.8911  | 0.8880 |  0.8890  | 0.8379 |     0.8376    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.5476 |  0.6558  |   0.6555  | 0.6558 |  0.6458  | 0.5089 |     0.5030    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2648 |  0.9123  |   0.9114  | 0.9123 |  0.9115  | 0.8713 |     0.8712    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.7612 |  0.6234  |   0.6217  | 0.6234 |  0.6156  | 0.4679 |     0.4652    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.1440 |  0.9497  |   0.9496  | 0.9497 |  0.9496  | 0.9265 |     0.9265    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 2.2154 |  0.6299  |   0.6171  | 0.6299 |  0.6219  | 0.4745 |     0.4736    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.1446 |  0.9643  |   0.9643  | 0.9643 |  0.9641  | 0.9478 |     0.9477    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.9110 |  0.6104  |   0.5967  | 0.6104 |  0.5999  | 0.4436 |     0.4418    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1457 |  0.9416  |   0.9417  | 0.9416 |  0.9415  | 0.9145 |     0.9145    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.1614 |  0.6234  |   0.6137  | 0.6234 |  0.6076  | 0.4621 |     0.4553    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.0770 |  0.9724  |   0.9733  | 0.9724 |  0.9723  | 0.9600 |     0.9596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.6009 |  0.6299  |   0.6238  | 0.6299 |  0.6261  | 0.4776 |     0.4772    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1201 |  0.9594  |   0.9596  | 0.9594 |  0.9594  | 0.9408 |     0.9407    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.8948 |  0.6104  |   0.5947  | 0.6104 |  0.5828  | 0.4445 |     0.4340    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.2142 |  0.9448  |   0.9447  | 0.9448 |  0.9447  | 0.9193 |     0.9193    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.2759 |  0.6169  |   0.6278  | 0.6169 |  0.6031  | 0.4523 |     0.4461    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1361 |  0.9562  |   0.9566  | 0.9562 |  0.9561  | 0.9361 |     0.9358    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.6542 |  0.6169  |   0.6198  | 0.6169 |  0.6080  | 0.4519 |     0.4487    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1166 |  0.9659  |   0.9659  | 0.9659 |  0.9659  | 0.9502 |     0.9502    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.1680 |  0.6169  |   0.5976  | 0.6169 |  0.6012  | 0.4511 |     0.4479    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.0748 |  0.9773  |   0.9773  | 0.9773 |  0.9773  | 0.9668 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.5680 |  0.6104  |   0.5975  | 0.6104 |  0.6020  | 0.4456 |     0.4445    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.0768 |  0.9789  |   0.9790  | 0.9789 |  0.9789  | 0.9692 |     0.9691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.7412 |  0.6104  |   0.6267  | 0.6104 |  0.5900  | 0.4450 |     0.4335    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0916 |  0.9675  |   0.9676  | 0.9675 |  0.9674  | 0.9525 |     0.9525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.4882 |  0.5779  |   0.5818  | 0.5779 |  0.5747  | 0.4074 |     0.4048    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0681 |  0.9773  |   0.9773  | 0.9773 |  0.9773  | 0.9668 |     0.9667    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.7608 |  0.5974  |   0.6027  | 0.5974 |  0.5943  | 0.4315 |     0.4274    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0577 |  0.9805  |   0.9806  | 0.9805 |  0.9805  | 0.9716 |     0.9716    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 3.2856 |  0.6364  |   0.6282  | 0.6364 |  0.6297  | 0.4847 |     0.4831    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0232 |  0.9935  |   0.9936  | 0.9935 |  0.9935  | 0.9905 |     0.9905    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 3.6779 |  0.6234  |   0.6113  | 0.6234 |  0.6151  | 0.4656 |     0.4644    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0357 |  0.9919  |   0.9919  | 0.9919 |  0.9919  | 0.9882 |     0.9882    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 3.7942 |  0.6299  |   0.6220  | 0.6299 |  0.6096  | 0.4702 |     0.4609    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0291 |  0.9919  |   0.9919  | 0.9919 |  0.9919  | 0.9882 |     0.9881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.2798 |  0.6364  |   0.6407  | 0.6364 |  0.6285  | 0.4837 |     0.4804    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0584 |  0.9854  |   0.9855  | 0.9854 |  0.9854  | 0.9787 |     0.9787    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.2236 |  0.6039  |   0.6013  | 0.6039 |  0.5758  | 0.4304 |     0.4174    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0502 |  0.9838  |   0.9839  | 0.9838 |  0.9838  | 0.9763 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.4164 |  0.6104  |   0.6244  | 0.6104 |  0.6097  | 0.4553 |     0.4510    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.1036 |  0.9692  |   0.9691  | 0.9692 |  0.9691  | 0.9549 |     0.9549    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.3970 |  0.6169  |   0.5983  | 0.6169 |  0.6049  | 0.4536 |     0.4520    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.1644 |  0.9545  |   0.9546  | 0.9545 |  0.9543  | 0.9334 |     0.9333    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.4319 |  0.6299  |   0.6328  | 0.6299 |  0.6270  | 0.4785 |     0.4759    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1999 |  0.9399  |   0.9405  | 0.9399 |  0.9401  | 0.9124 |     0.9123    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.6881 |  0.6234  |   0.6317  | 0.6234 |  0.6146  | 0.4732 |     0.4674    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.2201 |  0.9367  |   0.9366  | 0.9367 |  0.9366  | 0.9075 |     0.9075    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 1.9497 |  0.6169  |   0.6079  | 0.6169 |  0.6096  | 0.4571 |     0.4555    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.1219 |  0.9594  |   0.9593  | 0.9594 |  0.9590  | 0.9406 |     0.9404    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.2061 |  0.6818  |   0.6754  | 0.6818 |  0.6753  | 0.5479 |     0.5464    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  1.0094701960682868
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 2.8263 |  0.4026  |   0.3356  | 0.4026 |  0.3178  | 0.0697 |     0.0503    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3706 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.3160 |  0.3685  |   0.1358  | 0.3685 |  0.1985  | 0.0000 |     0.0000    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2532 |  0.4805  |   0.4015  | 0.4805 |  0.3959  | 0.2768 |     0.2104    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1600 |  0.5731  |   0.4326  | 0.5731 |  0.4930  | 0.3340 |     0.3138    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2058 |  0.5195  |   0.3883  | 0.5195 |  0.4280  | 0.3141 |     0.2675    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1375 |  0.5666  |   0.4276  | 0.5666 |  0.4873  | 0.3229 |     0.3033    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1220 |  0.5714  |   0.4039  | 0.5714 |  0.4704  | 0.3809 |     0.3446    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0672 |  0.5893  |   0.4492  | 0.5893 |  0.5070  | 0.3649 |     0.3387    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0693 |  0.5909  |   0.4112  | 0.5909 |  0.4848  | 0.4082 |     0.3731    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0633 |  0.5893  |   0.4448  | 0.5893 |  0.5070  | 0.3618 |     0.3400    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0551 |  0.5974  |   0.4147  | 0.5974 |  0.4894  | 0.4189 |     0.3825    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0266 |  0.6234  |   0.4705  | 0.6234 |  0.5361  | 0.4202 |     0.3945    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0714 |  0.5390  |   0.3796  | 0.5390 |  0.4371  | 0.3313 |     0.2904    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0317 |  0.6169  |   0.4659  | 0.6169 |  0.5302  | 0.4098 |     0.3838    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0356 |  0.6039  |   0.4276  | 0.6039 |  0.4977  | 0.4357 |     0.3942    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0133 |  0.6315  |   0.4772  | 0.6315 |  0.5435  | 0.4345 |     0.4082    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0032 |  0.5974  |   0.4175  | 0.5974 |  0.4908  | 0.4205 |     0.3836    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9678 |  0.6347  |   0.4791  | 0.6347 |  0.5460  | 0.4396 |     0.4130    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0177 |  0.5974  |   0.4223  | 0.5974 |  0.4918  | 0.4248 |     0.3843    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9550 |  0.6347  |   0.5089  | 0.6347 |  0.5500  | 0.4402 |     0.4150    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9861 |  0.5649  |   0.3940  | 0.5649 |  0.4611  | 0.3685 |     0.3314    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.39batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9855 |  0.6412  |   0.4856  | 0.6412 |  0.5526  | 0.4506 |     0.4241    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9878 |  0.5909  |   0.5619  | 0.5909 |  0.4950  | 0.4099 |     0.3750    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9500 |  0.6347  |   0.7238  | 0.6347 |  0.5509  | 0.4398 |     0.4141    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0681 |  0.5844  |   0.4182  | 0.5844 |  0.4823  | 0.4070 |     0.3649    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.9335 |  0.6640  |   0.6094  | 0.6640 |  0.5825  | 0.4902 |     0.4623    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0242 |  0.5714  |   0.3987  | 0.5714 |  0.4683  | 0.3765 |     0.3432    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.9302 |  0.6494  |   0.5665  | 0.6494 |  0.5776  | 0.4660 |     0.4425    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9568 |  0.5844  |   0.5695  | 0.5844 |  0.4943  | 0.4049 |     0.3672    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.8772 |  0.6705  |   0.6294  | 0.6705 |  0.5996  | 0.5008 |     0.4770    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0301 |  0.6039  |   0.6300  | 0.6039 |  0.5303  | 0.4663 |     0.4010    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.9171 |  0.6607  |   0.6297  | 0.6607 |  0.5925  | 0.4852 |     0.4613    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9938 |  0.5779  |   0.4150  | 0.5779 |  0.4825  | 0.3861 |     0.3585    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.8746 |  0.6721  |   0.6569  | 0.6721 |  0.6058  | 0.5036 |     0.4821    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 0.9878 |  0.5974  |   0.4221  | 0.5974 |  0.4944  | 0.4185 |     0.3857    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.8459 |  0.6818  |   0.6443  | 0.6818 |  0.6118  | 0.5217 |     0.4957    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 0.9819 |  0.5974  |   0.4206  | 0.5974 |  0.4936  | 0.4177 |     0.3852    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.7846 |  0.6997  |   0.6898  | 0.6997 |  0.6421  | 0.5479 |     0.5273    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 0.9807 |  0.6039  |   0.5544  | 0.6039 |  0.5339  | 0.4265 |     0.4036    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.7942 |  0.6851  |   0.6650  | 0.6851 |  0.6496  | 0.5242 |     0.5127    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 0.9081 |  0.6299  |   0.5505  | 0.6299 |  0.5709  | 0.4707 |     0.4488    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.7705 |  0.6932  |   0.6648  | 0.6932 |  0.6504  | 0.5362 |     0.5231    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 0.9331 |  0.6039  |   0.5275  | 0.6039 |  0.5299  | 0.4310 |     0.4034    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.7379 |  0.7110  |   0.6892  | 0.7110 |  0.6740  | 0.5644 |     0.5525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.0060 |  0.6039  |   0.6049  | 0.6039 |  0.5802  | 0.4450 |     0.4285    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.7310 |  0.7127  |   0.6971  | 0.7127 |  0.6900  | 0.5688 |     0.5631    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.0665 |  0.5909  |   0.5331  | 0.5909 |  0.5376  | 0.4090 |     0.3974    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.7008 |  0.7208  |   0.7012  | 0.7208 |  0.7024  | 0.5820 |     0.5775    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.0301 |  0.6104  |   0.5669  | 0.6104 |  0.5544  | 0.4360 |     0.4175    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.6747 |  0.7500  |   0.7403  | 0.7500 |  0.7214  | 0.6260 |     0.6155    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 0.9750 |  0.6169  |   0.5875  | 0.6169 |  0.5828  | 0.4559 |     0.4406    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.7047 |  0.7273  |   0.7131  | 0.7273 |  0.7066  | 0.5922 |     0.5848    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.0941 |  0.6169  |   0.5626  | 0.6169 |  0.5603  | 0.4458 |     0.4291    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.6628 |  0.7224  |   0.7068  | 0.7224 |  0.7059  | 0.5859 |     0.5808    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.3220 |  0.5909  |   0.5357  | 0.5909 |  0.5061  | 0.4103 |     0.3786    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.6012 |  0.7695  |   0.7670  | 0.7695 |  0.7511  | 0.6562 |     0.6483    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.2887 |  0.5519  |   0.5501  | 0.5519 |  0.5195  | 0.3553 |     0.3450    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  2.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.6550 |  0.7630  |   0.7551  | 0.7630 |  0.7575  | 0.6499 |     0.6491    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.1334 |  0.5974  |   0.5609  | 0.5974 |  0.5522  | 0.4166 |     0.4030    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  2.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.5859 |  0.7711  |   0.7606  | 0.7711 |  0.7622  | 0.6603 |     0.6581    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.0813 |  0.6299  |   0.5953  | 0.6299 |  0.5964  | 0.4680 |     0.4575    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.5262 |  0.7906  |   0.7801  | 0.7906 |  0.7801  | 0.6888 |     0.6860    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.0946 |  0.6234  |   0.6030  | 0.6234 |  0.5857  | 0.4577 |     0.4449    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.4928 |  0.8101  |   0.8021  | 0.8101 |  0.7984  | 0.7179 |     0.7141    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.1502 |  0.6104  |   0.6024  | 0.6104 |  0.5977  | 0.4447 |     0.4387    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.4749 |  0.8312  |   0.8257  | 0.8312 |  0.8246  | 0.7502 |     0.7481    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 22.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.2930 |  0.5649  |   0.5550  | 0.5649 |  0.5570  | 0.3883 |     0.3867    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  2.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.5337 |  0.8068  |   0.7998  | 0.8068 |  0.8017  | 0.7146 |     0.7137    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.4096 |  0.6104  |   0.5757  | 0.6104 |  0.5475  | 0.4364 |     0.4156    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.4859 |  0.8117  |   0.8081  | 0.8117 |  0.8040  | 0.7215 |     0.7186    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 22.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.2993 |  0.5909  |   0.5475  | 0.5909 |  0.5578  | 0.4112 |     0.4050    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.4629 |  0.8166  |   0.8114  | 0.8166 |  0.8062  | 0.7284 |     0.7241    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 1.1240 |  0.6169  |   0.5959  | 0.6169 |  0.5676  | 0.4483 |     0.4291    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.4272 |  0.8442  |   0.8430  | 0.8442 |  0.8398  | 0.7701 |     0.7678    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.2103 |  0.5649  |   0.5638  | 0.5649 |  0.5623  | 0.3889 |     0.3879    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.4124 |  0.8490  |   0.8458  | 0.8490 |  0.8467  | 0.7781 |     0.7776    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.4071 |  0.6039  |   0.5831  | 0.6039 |  0.5844  | 0.4311 |     0.4257    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.4326 |  0.8523  |   0.8493  | 0.8523 |  0.8468  | 0.7818 |     0.7796    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.3055 |  0.6558  |   0.6480  | 0.6558 |  0.6398  | 0.5103 |     0.5023    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.4230 |  0.8653  |   0.8621  | 0.8653 |  0.8627  | 0.8018 |     0.8012    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 1.3572 |  0.6104  |   0.6124  | 0.6104 |  0.6069  | 0.4479 |     0.4447    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.3743 |  0.8490  |   0.8463  | 0.8490 |  0.8467  | 0.7776 |     0.7770    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 1.3269 |  0.6558  |   0.6469  | 0.6558 |  0.6232  | 0.5098 |     0.4932    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.3578 |  0.8701  |   0.8675  | 0.8701 |  0.8674  | 0.8088 |     0.8081    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 1.2746 |  0.6299  |   0.6418  | 0.6299 |  0.6307  | 0.4800 |     0.4764    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.38batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.3237 |  0.8750  |   0.8731  | 0.8750 |  0.8728  | 0.8159 |     0.8153    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 1.7027 |  0.6104  |   0.5758  | 0.6104 |  0.5773  | 0.4379 |     0.4295    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.2776 |  0.8929  |   0.8903  | 0.8929 |  0.8908  | 0.8424 |     0.8420    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 1.7233 |  0.6234  |   0.6244  | 0.6234 |  0.6115  | 0.4647 |     0.4557    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.3157 |  0.8864  |   0.8858  | 0.8864 |  0.8850  | 0.8331 |     0.8325    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 1.4962 |  0.6429  |   0.6274  | 0.6429 |  0.6233  | 0.4869 |     0.4808    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.2771 |  0.9042  |   0.9034  | 0.9042 |  0.9033  | 0.8595 |     0.8592    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 1.8003 |  0.6104  |   0.5713  | 0.6104 |  0.5607  | 0.4365 |     0.4211    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.30batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.2980 |  0.8831  |   0.8814  | 0.8831 |  0.8819  | 0.8284 |     0.8283    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.0184 |  0.5909  |   0.5670  | 0.5909 |  0.5716  | 0.4121 |     0.4083    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.2822 |  0.8977  |   0.8961  | 0.8977 |  0.8952  | 0.8496 |     0.8486    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 1.7456 |  0.5844  |   0.5603  | 0.5844 |  0.5617  | 0.4035 |     0.3987    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.3023 |  0.8977  |   0.8987  | 0.8977 |  0.8981  | 0.8508 |     0.8507    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 1.9686 |  0.6039  |   0.5781  | 0.6039 |  0.5836  | 0.4359 |     0.4319    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9081240624189377
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3746 |  0.3734  |   0.3186  | 0.3734 |  0.2951  | 0.0250 |     0.0190    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3054 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.1783 |  0.5049  |   0.3850  | 0.5049 |  0.4334  | 0.2229 |     0.2065    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3740 |  0.5455  |   0.3799  | 0.5455 |  0.4473  | 0.3321 |     0.3024    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1929 |  0.5276  |   0.4080  | 0.5276 |  0.4528  | 0.2625 |     0.2382    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1984 |  0.5195  |   0.3602  | 0.5195 |  0.4250  | 0.2881 |     0.2627    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1793 |  0.5536  |   0.4185  | 0.5536 |  0.4765  | 0.3011 |     0.2830    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1029 |  0.5519  |   0.3939  | 0.5519 |  0.4554  | 0.3506 |     0.3152    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1161 |  0.5698  |   0.4357  | 0.5698 |  0.4913  | 0.3331 |     0.3102    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1594 |  0.5455  |   0.3883  | 0.5455 |  0.4494  | 0.3396 |     0.3052    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0844 |  0.5877  |   0.4440  | 0.5877 |  0.5057  | 0.3595 |     0.3377    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0847 |  0.5584  |   0.3876  | 0.5584 |  0.4565  | 0.3546 |     0.3221    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0737 |  0.5942  |   0.4485  | 0.5942 |  0.5112  | 0.3702 |     0.3478    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0713 |  0.5584  |   0.3912  | 0.5584 |  0.4591  | 0.3556 |     0.3240    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.35batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0167 |  0.5974  |   0.4509  | 0.5974 |  0.5139  | 0.3757 |     0.3530    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 21.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0433 |  0.5519  |   0.3937  | 0.5519 |  0.4546  | 0.3517 |     0.3153    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  2.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0150 |  0.6006  |   0.4555  | 0.6006 |  0.5179  | 0.3819 |     0.3595    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0424 |  0.5584  |   0.5531  | 0.5584 |  0.4712  | 0.3668 |     0.3270    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9264 |  0.6266  |   0.5637  | 0.6266 |  0.5440  | 0.4256 |     0.4011    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0041 |  0.5714  |   0.5055  | 0.5714 |  0.5023  | 0.4062 |     0.3569    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.8726 |  0.6494  |   0.6237  | 0.6494 |  0.6093  | 0.4681 |     0.4572    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0576 |  0.5714  |   0.4508  | 0.5714 |  0.4988  | 0.3785 |     0.3592    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8027 |  0.6672  |   0.6779  | 0.6672 |  0.6241  | 0.4960 |     0.4818    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.1176 |  0.5649  |   0.5308  | 0.5649 |  0.5087  | 0.3705 |     0.3487    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.7947 |  0.6656  |   0.6445  | 0.6656 |  0.6490  | 0.4989 |     0.4956    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.1546 |  0.5325  |   0.4904  | 0.5325 |  0.4519  | 0.3660 |     0.2930    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.7814 |  0.6948  |   0.6943  | 0.6948 |  0.6724  | 0.5406 |     0.5315    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9618 |  0.6169  |   0.6123  | 0.6169 |  0.5856  | 0.4495 |     0.4396    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7581 |  0.7045  |   0.6917  | 0.7045 |  0.6904  | 0.5593 |     0.5547    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.1247 |  0.6104  |   0.6219  | 0.6104 |  0.5772  | 0.4549 |     0.4276    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6786 |  0.7419  |   0.7405  | 0.7419 |  0.7330  | 0.6163 |     0.6132    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.1316 |  0.6364  |   0.6154  | 0.6364 |  0.6079  | 0.4783 |     0.4686    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.5726 |  0.7841  |   0.7871  | 0.7841 |  0.7787  | 0.6809 |     0.6775    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0968 |  0.6364  |   0.6179  | 0.6364 |  0.6157  | 0.4776 |     0.4723    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.5012 |  0.8101  |   0.8147  | 0.8101 |  0.8093  | 0.7215 |     0.7206    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.2257 |  0.6104  |   0.5734  | 0.6104 |  0.5808  | 0.4384 |     0.4317    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.4144 |  0.8263  |   0.8280  | 0.8263 |  0.8247  | 0.7446 |     0.7439    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.4586 |  0.6299  |   0.5849  | 0.6299 |  0.5968  | 0.4679 |     0.4608    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.4443 |  0.8409  |   0.8393  | 0.8409 |  0.8371  | 0.7657 |     0.7637    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.3045 |  0.6364  |   0.5894  | 0.6364 |  0.5998  | 0.4768 |     0.4677    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.3386 |  0.8815  |   0.8802  | 0.8815 |  0.8795  | 0.8256 |     0.8248    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.6646 |  0.6299  |   0.5749  | 0.6299 |  0.5799  | 0.4660 |     0.4520    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.2797 |  0.8896  |   0.8918  | 0.8896 |  0.8902  | 0.8388 |     0.8386    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.7644 |  0.6429  |   0.5962  | 0.6429 |  0.6055  | 0.4871 |     0.4780    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.2463 |  0.9140  |   0.9146  | 0.9140 |  0.9139  | 0.8741 |     0.8740    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 2.1680 |  0.6169  |   0.5861  | 0.6169 |  0.5852  | 0.4489 |     0.4389    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.2719 |  0.8994  |   0.8978  | 0.8994 |  0.8982  | 0.8524 |     0.8521    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.8308 |  0.5649  |   0.5454  | 0.5649 |  0.5511  | 0.3812 |     0.3792    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.2055 |  0.9221  |   0.9219  | 0.9221 |  0.9217  | 0.8863 |     0.8861    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 2.3545 |  0.5844  |   0.5785  | 0.5844 |  0.5536  | 0.4033 |     0.3957    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.1917 |  0.9351  |   0.9346  | 0.9351 |  0.9346  | 0.9049 |     0.9048    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 2.4934 |  0.5519  |   0.6165  | 0.5519 |  0.5473  | 0.3918 |     0.3756    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2454 |  0.9091  |   0.9109  | 0.9091 |  0.9095  | 0.8676 |     0.8674    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.8375 |  0.6299  |   0.6225  | 0.6299 |  0.6106  | 0.4719 |     0.4648    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.1770 |  0.9383  |   0.9383  | 0.9383 |  0.9382  | 0.9098 |     0.9097    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.9923 |  0.6234  |   0.5916  | 0.6234 |  0.5882  | 0.4584 |     0.4488    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.1705 |  0.9383  |   0.9383  | 0.9383 |  0.9383  | 0.9099 |     0.9098    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.2797 |  0.5325  |   0.5276  | 0.5325 |  0.5073  | 0.3344 |     0.3247    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1166 |  0.9562  |   0.9563  | 0.9562 |  0.9559  | 0.9358 |     0.9357    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.4425 |  0.5974  |   0.5975  | 0.5974 |  0.5796  | 0.4241 |     0.4186    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.40batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.0775 |  0.9692  |   0.9693  | 0.9692 |  0.9692  | 0.9550 |     0.9549    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.5843 |  0.6104  |   0.6009  | 0.6104 |  0.5955  | 0.4443 |     0.4408    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.0637 |  0.9740  |   0.9746  | 0.9740 |  0.9742  | 0.9623 |     0.9622    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 3.2661 |  0.5974  |   0.5702  | 0.5974 |  0.5589  | 0.4190 |     0.4057    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1093 |  0.9692  |   0.9691  | 0.9692 |  0.9691  | 0.9549 |     0.9549    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.8088 |  0.6104  |   0.5908  | 0.6104 |  0.5945  | 0.4460 |     0.4417    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1167 |  0.9594  |   0.9594  | 0.9594 |  0.9592  | 0.9406 |     0.9405    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 3.0049 |  0.5649  |   0.5486  | 0.5649 |  0.5393  | 0.3787 |     0.3680    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1239 |  0.9578  |   0.9587  | 0.9578 |  0.9580  | 0.9386 |     0.9384    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 3.4633 |  0.5649  |   0.5189  | 0.5649 |  0.5224  | 0.3701 |     0.3578    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.2579 |  0.9221  |   0.9222  | 0.9221 |  0.9219  | 0.8863 |     0.8861    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.4670 |  0.5649  |   0.5780  | 0.5649 |  0.5439  | 0.3932 |     0.3777    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1657 |  0.9399  |   0.9420  | 0.9399 |  0.9400  | 0.9132 |     0.9122    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.1577 |  0.6364  |   0.6137  | 0.6364 |  0.6063  | 0.4772 |     0.4669    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0825 |  0.9773  |   0.9776  | 0.9773 |  0.9772  | 0.9669 |     0.9667    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.6664 |  0.5974  |   0.6023  | 0.5974 |  0.5950  | 0.4332 |     0.4313    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0376 |  0.9886  |   0.9887  | 0.9886 |  0.9887  | 0.9834 |     0.9834    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.7816 |  0.6169  |   0.5911  | 0.6169 |  0.5891  | 0.4483 |     0.4412    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0383 |  0.9886  |   0.9888  | 0.9886 |  0.9884  | 0.9835 |     0.9833    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.6899 |  0.6039  |   0.5969  | 0.6039 |  0.5977  | 0.4426 |     0.4410    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0309 |  0.9886  |   0.9892  | 0.9886 |  0.9888  | 0.9836 |     0.9835    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 3.0961 |  0.6429  |   0.6138  | 0.6429 |  0.6131  | 0.4860 |     0.4775    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0220 |  0.9951  |   0.9952  | 0.9951 |  0.9951  | 0.9929 |     0.9929    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.8387 |  0.6364  |   0.6112  | 0.6364 |  0.6182  | 0.4792 |     0.4758    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0315 |  0.9903  |   0.9904  | 0.9903 |  0.9903  | 0.9858 |     0.9858    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 4.0455 |  0.6234  |   0.6046  | 0.6234 |  0.6074  | 0.4614 |     0.4582    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1053 |  0.9675  |   0.9675  | 0.9675 |  0.9675  | 0.9525 |     0.9525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.2887 |  0.6039  |   0.5915  | 0.6039 |  0.5904  | 0.4375 |     0.4341    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1304 |  0.9610  |   0.9615  | 0.9610 |  0.9612  | 0.9433 |     0.9432    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.6108 |  0.6688  |   0.6519  | 0.6688 |  0.6560  | 0.5271 |     0.5246    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0569 |  0.9805  |   0.9808  | 0.9805 |  0.9805  | 0.9717 |     0.9716    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.4642 |  0.6039  |   0.5707  | 0.6039 |  0.5733  | 0.4281 |     0.4209    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00,  1.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0953 |  0.9692  |   0.9691  | 0.9692 |  0.9690  | 0.9549 |     0.9548    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:02<00:00,  8.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.4428 |  0.6039  |   0.5676  | 0.6039 |  0.5707  | 0.4310 |     0.4207    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:04<00:00,  2.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0361 |  0.9886  |   0.9887  | 0.9886 |  0.9887  | 0.9834 |     0.9834    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 11.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.3246 |  0.6364  |   0.6240  | 0.6364 |  0.6292  | 0.4841 |     0.4835    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00,  1.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0328 |  0.9838  |   0.9838  | 0.9838 |  0.9837  | 0.9763 |     0.9762    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 10.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.7905 |  0.5909  |   0.5825  | 0.5909 |  0.5753  | 0.4231 |     0.4172    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:06<00:00,  1.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0128 |  0.9951  |   0.9953  | 0.9951 |  0.9952  | 0.9929 |     0.9929    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 3.0102 |  0.6299  |   0.6087  | 0.6299 |  0.6087  | 0.4679 |     0.4626    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9618382588028908
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00,  1.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.3121 |  0.3490  |   0.2812  | 0.3490 |  0.2670  | -0.0188 |    -0.0146    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 10.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3046 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00,  1.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2713 |  0.3896  |   0.2905  | 0.3896 |  0.3244  | 0.0166 |     0.0147    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 11.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2525 |  0.3571  |   0.1292  | 0.3571 |  0.1898  | 0.0019 |     0.0004    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2022 |  0.5097  |   0.3984  | 0.5097 |  0.4309  | 0.2394 |     0.2081    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.4864 |  0.3961  |   0.4782  | 0.3961 |  0.2787  | 0.2047 |     0.0867    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1465 |  0.5341  |   0.4029  | 0.5341 |  0.4592  | 0.2673 |     0.2511    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1286 |  0.5519  |   0.4021  | 0.5519 |  0.4574  | 0.3566 |     0.3158    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0970 |  0.5990  |   0.4559  | 0.5990 |  0.5161  | 0.3817 |     0.3568    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0638 |  0.5714  |   0.4013  | 0.5714 |  0.4702  | 0.3779 |     0.3440    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0787 |  0.5925  |   0.4498  | 0.5925 |  0.5103  | 0.3696 |     0.3461    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0601 |  0.5649  |   0.4116  | 0.5649 |  0.4673  | 0.3804 |     0.3358    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0719 |  0.6006  |   0.4558  | 0.6006 |  0.5173  | 0.3833 |     0.3591    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0603 |  0.5714  |   0.3986  | 0.5714 |  0.4693  | 0.3761 |     0.3435    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0543 |  0.6088  |   0.4600  | 0.6088 |  0.5239  | 0.3956 |     0.3717    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.2147 |  0.5065  |   0.4511  | 0.5065 |  0.4180  | 0.3492 |     0.2506    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0930 |  0.5942  |   0.4614  | 0.5942 |  0.5116  | 0.3833 |     0.3502    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.1453 |  0.5519  |   0.4043  | 0.5519 |  0.4561  | 0.3610 |     0.3162    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 1.0067 |  0.6234  |   0.4707  | 0.6234 |  0.5364  | 0.4202 |     0.3949    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.1149 |  0.5974  |   0.4185  | 0.5974 |  0.4909  | 0.4216 |     0.3838    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9795 |  0.6250  |   0.4718  | 0.6250 |  0.5377  | 0.4229 |     0.3974    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9862 |  0.6169  |   0.4292  | 0.6169 |  0.5049  | 0.4534 |     0.4118    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9622 |  0.6445  |   0.4870  | 0.6445 |  0.5547  | 0.4565 |     0.4290    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.1323 |  0.5260  |   0.4769  | 0.5260 |  0.4415  | 0.3854 |     0.2801    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9953 |  0.6104  |   0.4609  | 0.6104 |  0.5252  | 0.3980 |     0.3740    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9539 |  0.6039  |   0.4224  | 0.6039 |  0.4964  | 0.4314 |     0.3935    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.9540 |  0.6445  |   0.4875  | 0.6445 |  0.5549  | 0.4568 |     0.4291    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9785 |  0.6039  |   0.4333  | 0.6039 |  0.4984  | 0.4416 |     0.3948    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.9337 |  0.6364  |   0.4843  | 0.6364 |  0.5495  | 0.4432 |     0.4173    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9751 |  0.6299  |   0.5895  | 0.6299 |  0.5268  | 0.4756 |     0.4347    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.8847 |  0.6510  |   0.6034  | 0.6510 |  0.5642  | 0.4683 |     0.4408    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 0.9525 |  0.6169  |   0.4304  | 0.6169 |  0.5067  | 0.4523 |     0.4132    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.8977 |  0.6607  |   0.6550  | 0.6607 |  0.5791  | 0.4850 |     0.4575    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.1043 |  0.5519  |   0.4630  | 0.5519 |  0.4579  | 0.3492 |     0.3135    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.8648 |  0.6721  |   0.6581  | 0.6721 |  0.6031  | 0.5043 |     0.4797    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 0.9387 |  0.6364  |   0.6699  | 0.6364 |  0.5659  | 0.4781 |     0.4510    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.8756 |  0.6705  |   0.6358  | 0.6705 |  0.6312  | 0.5021 |     0.4908    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 0.9895 |  0.6039  |   0.6725  | 0.6039 |  0.5630  | 0.4376 |     0.4235    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.8539 |  0.6883  |   0.6444  | 0.6883 |  0.6382  | 0.5305 |     0.5141    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.75batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 0.8926 |  0.6299  |   0.5914  | 0.6299 |  0.5689  | 0.4663 |     0.4461    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.36batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.8009 |  0.6916  |   0.6666  | 0.6916 |  0.6560  | 0.5337 |     0.5232    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 0.9220 |  0.6494  |   0.7226  | 0.6494 |  0.5702  | 0.5059 |     0.4687    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.7840 |  0.6932  |   0.6480  | 0.6932 |  0.6543  | 0.5410 |     0.5319    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 0.9531 |  0.6299  |   0.5720  | 0.6299 |  0.5691  | 0.4820 |     0.4477    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.7693 |  0.7013  |   0.6899  | 0.7013 |  0.6622  | 0.5526 |     0.5356    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 0.8613 |  0.6688  |   0.6887  | 0.6688 |  0.6382  | 0.5310 |     0.5157    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.6429 |  0.7419  |   0.7222  | 0.7419 |  0.7170  | 0.6146 |     0.6066    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 0.9852 |  0.6299  |   0.5923  | 0.6299 |  0.5877  | 0.4690 |     0.4566    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.5861 |  0.7468  |   0.7409  | 0.7468 |  0.7380  | 0.6237 |     0.6211    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 0.9470 |  0.6688  |   0.6517  | 0.6688 |  0.6551  | 0.5287 |     0.5262    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.6049 |  0.7727  |   0.7644  | 0.7727 |  0.7674  | 0.6648 |     0.6641    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 0.9859 |  0.6234  |   0.6096  | 0.6234 |  0.6022  | 0.4611 |     0.4524    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.6043 |  0.7662  |   0.7515  | 0.7662 |  0.7481  | 0.6513 |     0.6454    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.0338 |  0.6299  |   0.6027  | 0.6299 |  0.5759  | 0.4671 |     0.4480    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.6061 |  0.7630  |   0.7514  | 0.7630 |  0.7527  | 0.6476 |     0.6452    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.1864 |  0.6234  |   0.6037  | 0.6234 |  0.5880  | 0.4624 |     0.4457    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  2.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.5317 |  0.7938  |   0.7858  | 0.7938 |  0.7769  | 0.6936 |     0.6869    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:42<00:00,  2.14s/batch]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.0129 |  0.6948  |   0.6762  | 0.6948 |  0.6765  | 0.5637 |     0.5587    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00,  1.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.4803 |  0.8003  |   0.7889  | 0.8003 |  0.7919  | 0.7046 |     0.7029    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.0808 |  0.6558  |   0.6455  | 0.6558 |  0.6413  | 0.5104 |     0.5041    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00,  1.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.4321 |  0.8312  |   0.8279  | 0.8312 |  0.8268  | 0.7506 |     0.7494    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.4554 |  0.6688  |   0.6371  | 0.6688 |  0.6453  | 0.5270 |     0.5214    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00,  1.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.4270 |  0.8360  |   0.8322  | 0.8360 |  0.8335  | 0.7587 |     0.7583    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.2699 |  0.6299  |   0.6246  | 0.6299 |  0.6154  | 0.4732 |     0.4676    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00,  1.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.3664 |  0.8506  |   0.8457  | 0.8506 |  0.8468  | 0.7800 |     0.7791    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.4296 |  0.6299  |   0.6583  | 0.6299 |  0.6334  | 0.4905 |     0.4847    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00,  1.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.4220 |  0.8539  |   0.8494  | 0.8539 |  0.8500  | 0.7847 |     0.7836    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.5483 |  0.6299  |   0.6116  | 0.6299 |  0.6093  | 0.4702 |     0.4629    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00,  1.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.4606 |  0.8312  |   0.8258  | 0.8312 |  0.8265  | 0.7506 |     0.7495    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.75batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.2454 |  0.6299  |   0.6631  | 0.6299 |  0.6187  | 0.4758 |     0.4700    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00,  1.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.4370 |  0.8360  |   0.8316  | 0.8360 |  0.8310  | 0.7588 |     0.7575    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.4388 |  0.6364  |   0.6637  | 0.6364 |  0.6408  | 0.4951 |     0.4896    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:04<00:00,  2.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.3977 |  0.8604  |   0.8586  | 0.8604 |  0.8565  | 0.7945 |     0.7926    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 1.1990 |  0.7078  |   0.6990  | 0.7078 |  0.6988  | 0.5884 |     0.5864    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.3957 |  0.8685  |   0.8664  | 0.8685 |  0.8667  | 0.8069 |     0.8065    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.6415 |  0.6299  |   0.6416  | 0.6299 |  0.6095  | 0.4727 |     0.4607    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.3032 |  0.8912  |   0.8899  | 0.8912 |  0.8902  | 0.8404 |     0.8402    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.8850 |  0.6494  |   0.6473  | 0.6494 |  0.6388  | 0.5063 |     0.4991    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.3395 |  0.8766  |   0.8755  | 0.8766 |  0.8760  | 0.8194 |     0.8193    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.7047 |  0.6623  |   0.6719  | 0.6623 |  0.6548  | 0.5229 |     0.5171    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.3212 |  0.8912  |   0.8900  | 0.8912 |  0.8897  | 0.8402 |     0.8396    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.0674 |  0.6429  |   0.6624  | 0.6429 |  0.6308  | 0.4962 |     0.4831    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.3385 |  0.8864  |   0.8860  | 0.8864 |  0.8857  | 0.8338 |     0.8336    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 1.7014 |  0.6429  |   0.6212  | 0.6429 |  0.6147  | 0.4867 |     0.4786    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.55batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.3104 |  0.8864  |   0.8847  | 0.8864 |  0.8838  | 0.8326 |     0.8317    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 1.5240 |  0.6818  |   0.6714  | 0.6818 |  0.6741  | 0.5472 |     0.5458    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.2182 |  0.9156  |   0.9153  | 0.9156 |  0.9150  | 0.8765 |     0.8762    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 1.8888 |  0.6753  |   0.6776  | 0.6753 |  0.6602  | 0.5356 |     0.5297    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.2112 |  0.9269  |   0.9268  | 0.9269 |  0.9265  | 0.8930 |     0.8928    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.93batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 1.9118 |  0.6883  |   0.6840  | 0.6883 |  0.6827  | 0.5574 |     0.5559    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.1745 |  0.9432  |   0.9431  | 0.9432 |  0.9430  | 0.9168 |     0.9168    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.3257 |  0.6494  |   0.6553  | 0.6494 |  0.6399  | 0.4980 |     0.4939    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.1714 |  0.9351  |   0.9343  | 0.9351 |  0.9344  | 0.9049 |     0.9047    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.5835 |  0.6688  |   0.6633  | 0.6688 |  0.6659  | 0.5332 |     0.5331    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1293 |  0.9464  |   0.9464  | 0.9464 |  0.9464  | 0.9217 |     0.9217    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 3.3817 |  0.6494  |   0.6471  | 0.6494 |  0.6320  | 0.5038 |     0.4934    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1754 |  0.9351  |   0.9348  | 0.9351 |  0.9349  | 0.9050 |     0.9050    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.5837 |  0.6818  |   0.6747  | 0.6818 |  0.6712  | 0.5494 |     0.5441    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.1897 |  0.9383  |   0.9378  | 0.9383 |  0.9372  | 0.9096 |     0.9091    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.6127 |  0.6623  |   0.6464  | 0.6623 |  0.6529  | 0.5209 |     0.5198    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.8612949788570404
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.8536 |  0.3782  |   0.3004  | 0.3782 |  0.2996  | 0.0127 |     0.0096    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2989 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   2   | Train | 1.2665 |  0.3718  |   0.2886  | 0.3718 |  0.3024  | -0.0027 |    -0.0022    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2894 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   3   | Train | 1.2709 |  0.3718  |   0.2792  | 0.3718 |  0.3093  | -0.0165 |    -0.0145    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2789 |  0.3701  |   0.2998  | 0.3701 |  0.2158  | 0.0711 |     0.0210    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.2389 |  0.3864  |   0.2882  | 0.3864 |  0.3249  | 0.0115 |     0.0104    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.2702 |  0.3571  |   0.1284  | 0.3571 |  0.1889  | 0.0013 |     0.0002    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.2210 |  0.3864  |   0.1493  | 0.3864 |  0.2154  | 0.0000 |     0.0000    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.2482 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.1995 |  0.4221  |   0.3905  | 0.4221 |  0.2902  | 0.1308 |     0.0599    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.81batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.1864 |  0.5390  |   0.3747  | 0.5390 |  0.4421  | 0.3209 |     0.2934    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.1588 |  0.5373  |   0.4056  | 0.5373 |  0.4623  | 0.2732 |     0.2567    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.1428 |  0.5000  |   0.3547  | 0.5000 |  0.4111  | 0.2623 |     0.2358    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.1255 |  0.5731  |   0.4324  | 0.5731 |  0.4927  | 0.3341 |     0.3136    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0758 |  0.5519  |   0.3839  | 0.5519 |  0.4527  | 0.3429 |     0.3134    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0755 |  0.5893  |   0.4448  | 0.5893 |  0.5069  | 0.3618 |     0.3398    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0394 |  0.5649  |   0.4015  | 0.5649 |  0.4661  | 0.3708 |     0.3348    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 1.0549 |  0.5925  |   0.4473  | 0.5925 |  0.5096  | 0.3674 |     0.3449    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.75batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 0.9718 |  0.6104  |   0.4287  | 0.6104 |  0.5020  | 0.4441 |     0.4038    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9710 |  0.6250  |   0.4723  | 0.6250 |  0.5379  | 0.4232 |     0.3977    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9668 |  0.5649  |   0.3951  | 0.5649 |  0.4594  | 0.3721 |     0.3309    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9574 |  0.6218  |   0.5246  | 0.6218 |  0.5440  | 0.4186 |     0.3950    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0724 |  0.5844  |   0.5058  | 0.5844 |  0.5143  | 0.4286 |     0.3773    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 1.0204 |  0.5974  |   0.5010  | 0.5974 |  0.5322  | 0.3816 |     0.3626    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9490 |  0.6299  |   0.6643  | 0.6299 |  0.5532  | 0.4688 |     0.4392    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.9176 |  0.6640  |   0.5642  | 0.6640 |  0.6036  | 0.4910 |     0.4736    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0724 |  0.5390  |   0.4365  | 0.5390 |  0.4586  | 0.3308 |     0.3012    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.9481 |  0.6299  |   0.6678  | 0.6299 |  0.5763  | 0.4378 |     0.4243    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.8879 |  0.6494  |   0.6890  | 0.6494 |  0.5874  | 0.5096 |     0.4723    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.8628 |  0.6672  |   0.6175  | 0.6672 |  0.6198  | 0.4983 |     0.4832    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0276 |  0.5974  |   0.6060  | 0.5974 |  0.5515  | 0.4207 |     0.3982    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.8873 |  0.6542  |   0.6429  | 0.6542 |  0.6113  | 0.4776 |     0.4660    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9965 |  0.6104  |   0.5237  | 0.6104 |  0.5428  | 0.4416 |     0.4135    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.8243 |  0.6753  |   0.6447  | 0.6753 |  0.6390  | 0.5116 |     0.5005    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 0.9160 |  0.6104  |   0.5576  | 0.6104 |  0.5568  | 0.4356 |     0.4205    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.8399 |  0.6769  |   0.6541  | 0.6769 |  0.6498  | 0.5124 |     0.5047    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 0.9181 |  0.6429  |   0.6121  | 0.6429 |  0.6004  | 0.4897 |     0.4730    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.7847 |  0.6997  |   0.6735  | 0.6997 |  0.6783  | 0.5505 |     0.5456    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.0050 |  0.6299  |   0.5931  | 0.6299 |  0.5656  | 0.4676 |     0.4450    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.7576 |  0.7321  |   0.7091  | 0.7321 |  0.7064  | 0.5986 |     0.5907    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 0.8731 |  0.6494  |   0.6159  | 0.6494 |  0.6162  | 0.4959 |     0.4872    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.7056 |  0.7273  |   0.7159  | 0.7273 |  0.7091  | 0.5934 |     0.5881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 0.8766 |  0.6429  |   0.6050  | 0.6429 |  0.6041  | 0.4856 |     0.4751    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.6623 |  0.7614  |   0.7498  | 0.7614 |  0.7442  | 0.6445 |     0.6387    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 0.9173 |  0.6494  |   0.6302  | 0.6494 |  0.6264  | 0.4984 |     0.4903    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.37batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.6135 |  0.7857  |   0.7782  | 0.7857 |  0.7740  | 0.6813 |     0.6771    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 0.9003 |  0.6558  |   0.6360  | 0.6558 |  0.6345  | 0.5099 |     0.5051    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.5586 |  0.7922  |   0.7872  | 0.7922 |  0.7862  | 0.6918 |     0.6899    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 0.9687 |  0.6688  |   0.6551  | 0.6688 |  0.6279  | 0.5263 |     0.5100    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.5564 |  0.8036  |   0.7983  | 0.8036 |  0.7972  | 0.7091 |     0.7071    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.0842 |  0.6364  |   0.5872  | 0.6364 |  0.5882  | 0.4754 |     0.4612    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.5632 |  0.7857  |   0.7779  | 0.7857 |  0.7748  | 0.6818 |     0.6779    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.0350 |  0.6818  |   0.6532  | 0.6818 |  0.6514  | 0.5440 |     0.5345    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.4656 |  0.8393  |   0.8369  | 0.8393 |  0.8344  | 0.7632 |     0.7615    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.1684 |  0.6429  |   0.6054  | 0.6429 |  0.6093  | 0.4877 |     0.4780    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.35batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.4004 |  0.8506  |   0.8490  | 0.8506 |  0.8470  | 0.7796 |     0.7779    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.0368 |  0.6558  |   0.6416  | 0.6558 |  0.6344  | 0.5065 |     0.4991    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.3130 |  0.8701  |   0.8687  | 0.8701 |  0.8685  | 0.8096 |     0.8089    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.3255 |  0.6558  |   0.6345  | 0.6558 |  0.6367  | 0.5086 |     0.5036    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.3381 |  0.8815  |   0.8810  | 0.8815 |  0.8772  | 0.8258 |     0.8235    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.4640 |  0.6429  |   0.6140  | 0.6429 |  0.6163  | 0.4888 |     0.4808    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.2461 |  0.8929  |   0.8904  | 0.8929 |  0.8901  | 0.8424 |     0.8415    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.6104 |  0.6429  |   0.6269  | 0.6429 |  0.6310  | 0.4911 |     0.4891    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.2348 |  0.9237  |   0.9229  | 0.9237 |  0.9228  | 0.8881 |     0.8878    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.9441 |  0.6234  |   0.6269  | 0.6234 |  0.6173  | 0.4668 |     0.4642    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.3565 |  0.8782  |   0.8770  | 0.8782 |  0.8755  | 0.8210 |     0.8199    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.3744 |  0.6104  |   0.5896  | 0.6104 |  0.5976  | 0.4445 |     0.4430    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.3453 |  0.8799  |   0.8819  | 0.8799 |  0.8794  | 0.8232 |     0.8223    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.0882 |  0.6688  |   0.6485  | 0.6688 |  0.6537  | 0.5271 |     0.5240    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.2657 |  0.9107  |   0.9101  | 0.9107 |  0.9100  | 0.8692 |     0.8690    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.8546 |  0.6169  |   0.6002  | 0.6169 |  0.5834  | 0.4522 |     0.4363    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1869 |  0.9351  |   0.9350  | 0.9351 |  0.9349  | 0.9049 |     0.9048    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 1.7104 |  0.6558  |   0.6319  | 0.6558 |  0.6133  | 0.5058 |     0.4906    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.1696 |  0.9416  |   0.9412  | 0.9416 |  0.9413  | 0.9144 |     0.9144    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.6500 |  0.6169  |   0.6105  | 0.6169 |  0.6102  | 0.4613 |     0.4590    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1875 |  0.9302  |   0.9308  | 0.9302 |  0.9290  | 0.8977 |     0.8969    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.6702 |  0.5909  |   0.5917  | 0.5909 |  0.5876  | 0.4277 |     0.4256    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1541 |  0.9529  |   0.9529  | 0.9529 |  0.9529  | 0.9312 |     0.9312    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.9150 |  0.6169  |   0.5680  | 0.6169 |  0.5834  | 0.4498 |     0.4420    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1422 |  0.9578  |   0.9580  | 0.9578 |  0.9576  | 0.9382 |     0.9380    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.1229 |  0.6364  |   0.6371  | 0.6364 |  0.6360  | 0.4878 |     0.4874    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.29batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1447 |  0.9513  |   0.9511  | 0.9513 |  0.9504  | 0.9288 |     0.9284    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 1.8679 |  0.6494  |   0.6275  | 0.6494 |  0.6292  | 0.4970 |     0.4922    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1678 |  0.9562  |   0.9560  | 0.9562 |  0.9560  | 0.9359 |     0.9359    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 1.9240 |  0.6364  |   0.5928  | 0.6364 |  0.5981  | 0.4758 |     0.4650    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1178 |  0.9627  |   0.9626  | 0.9627 |  0.9626  | 0.9454 |     0.9454    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 1.9835 |  0.6234  |   0.6081  | 0.6234 |  0.6084  | 0.4624 |     0.4590    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1462 |  0.9545  |   0.9547  | 0.9545 |  0.9544  | 0.9334 |     0.9333    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 1.7309 |  0.6558  |   0.6531  | 0.6558 |  0.6532  | 0.5169 |     0.5161    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0830 |  0.9740  |   0.9742  | 0.9740 |  0.9740  | 0.9622 |     0.9621    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.2819 |  0.6494  |   0.5925  | 0.6494 |  0.6067  | 0.4953 |     0.4844    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.1566 |  0.9513  |   0.9518  | 0.9513 |  0.9514  | 0.9287 |     0.9287    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 1.8910 |  0.6234  |   0.6359  | 0.6234 |  0.6261  | 0.4722 |     0.4698    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1577 |  0.9464  |   0.9469  | 0.9464 |  0.9464  | 0.9217 |     0.9216    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 1.9665 |  0.6818  |   0.6625  | 0.6818 |  0.6600  | 0.5449 |     0.5386    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1133 |  0.9627  |   0.9629  | 0.9627 |  0.9627  | 0.9455 |     0.9455    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.0790 |  0.6623  |   0.6445  | 0.6623 |  0.6209  | 0.5157 |     0.5012    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0557 |  0.9805  |   0.9806  | 0.9805 |  0.9805  | 0.9716 |     0.9715    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.3459 |  0.6429  |   0.6274  | 0.6429 |  0.6271  | 0.4913 |     0.4867    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.8730902925133706
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3316 |  0.3766  |   0.2963  | 0.3766 |  0.2647  | 0.0168 |     0.0098    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3145 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2472 |  0.3994  |   0.3794  | 0.3994 |  0.2548  | 0.0640 |     0.0221    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2446 |  0.5065  |   0.3684  | 0.5065 |  0.4080  | 0.2874 |     0.2389    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2070 |  0.4903  |   0.3776  | 0.4903 |  0.4195  | 0.2020 |     0.1840    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1802 |  0.5519  |   0.4138  | 0.5519 |  0.4536  | 0.3695 |     0.3091    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1610 |  0.5649  |   0.4435  | 0.5649 |  0.4871  | 0.3311 |     0.2982    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1666 |  0.5584  |   0.3903  | 0.5584 |  0.4582  | 0.3561 |     0.3242    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1128 |  0.5828  |   0.4403  | 0.5828 |  0.5014  | 0.3513 |     0.3300    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0625 |  0.5974  |   0.4153  | 0.5974 |  0.4897  | 0.4190 |     0.3824    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0737 |  0.5877  |   0.4436  | 0.5877 |  0.5054  | 0.3590 |     0.3372    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0560 |  0.5584  |   0.4034  | 0.5584 |  0.4620  | 0.3651 |     0.3255    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0153 |  0.6218  |   0.4693  | 0.6218 |  0.5348  | 0.4173 |     0.3922    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0834 |  0.5909  |   0.4218  | 0.5909 |  0.4882  | 0.4158 |     0.3746    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0345 |  0.6234  |   0.4727  | 0.6234 |  0.5372  | 0.4214 |     0.3958    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0336 |  0.5844  |   0.4065  | 0.5844 |  0.4795  | 0.3971 |     0.3631    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9498 |  0.6282  |   0.4743  | 0.6282 |  0.5405  | 0.4285 |     0.4027    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0427 |  0.6039  |   0.4205  | 0.6039 |  0.4957  | 0.4299 |     0.3930    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9464 |  0.6380  |   0.4814  | 0.6380 |  0.5486  | 0.4452 |     0.4180    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0647 |  0.5974  |   0.4747  | 0.5974 |  0.5037  | 0.4622 |     0.3879    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9825 |  0.6282  |   0.5528  | 0.6282 |  0.5468  | 0.4335 |     0.4051    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0612 |  0.5844  |   0.4080  | 0.5844 |  0.4805  | 0.3965 |     0.3638    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8894 |  0.6591  |   0.6921  | 0.6591 |  0.5909  | 0.4816 |     0.4603    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9918 |  0.6039  |   0.4757  | 0.6039 |  0.5083  | 0.4291 |     0.3969    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8169 |  0.6932  |   0.6802  | 0.6932 |  0.6494  | 0.5372 |     0.5215    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9781 |  0.5909  |   0.4516  | 0.5909 |  0.5024  | 0.4069 |     0.3806    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.7504 |  0.7045  |   0.7064  | 0.7045 |  0.6605  | 0.5556 |     0.5378    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9823 |  0.6234  |   0.6130  | 0.6234 |  0.5818  | 0.4625 |     0.4446    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7364 |  0.7175  |   0.7141  | 0.7175 |  0.7120  | 0.5828 |     0.5808    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.1148 |  0.6039  |   0.4866  | 0.6039 |  0.5170  | 0.4269 |     0.3997    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6487 |  0.7549  |   0.7516  | 0.7549 |  0.7380  | 0.6341 |     0.6266    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.1096 |  0.6494  |   0.6229  | 0.6494 |  0.6068  | 0.4974 |     0.4813    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.6085 |  0.7744  |   0.7725  | 0.7744 |  0.7681  | 0.6672 |     0.6647    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9543 |  0.6558  |   0.6332  | 0.6558 |  0.6167  | 0.5051 |     0.4920    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.5508 |  0.7841  |   0.7763  | 0.7841 |  0.7733  | 0.6796 |     0.6759    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.3407 |  0.5909  |   0.5378  | 0.5909 |  0.5572  | 0.4143 |     0.4081    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.5748 |  0.7727  |   0.7706  | 0.7727 |  0.7690  | 0.6646 |     0.6637    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.2349 |  0.5390  |   0.6064  | 0.5390 |  0.5184  | 0.3640 |     0.3266    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.5264 |  0.7922  |   0.7953  | 0.7922 |  0.7923  | 0.6960 |     0.6952    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.2096 |  0.6364  |   0.5971  | 0.6364 |  0.5970  | 0.4761 |     0.4647    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.3801 |  0.8458  |   0.8466  | 0.8458 |  0.8447  | 0.7736 |     0.7731    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.5362 |  0.6169  |   0.5942  | 0.6169 |  0.5842  | 0.4524 |     0.4401    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.3276 |  0.8718  |   0.8712  | 0.8718 |  0.8700  | 0.8115 |     0.8107    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.7964 |  0.6299  |   0.6189  | 0.6299 |  0.6078  | 0.4700 |     0.4622    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.3049 |  0.8864  |   0.8858  | 0.8864 |  0.8854  | 0.8332 |     0.8329    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.3620 |  0.6429  |   0.6500  | 0.6429 |  0.6357  | 0.4933 |     0.4882    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.3088 |  0.8831  |   0.8833  | 0.8831 |  0.8831  | 0.8294 |     0.8293    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.8216 |  0.6169  |   0.6044  | 0.6169 |  0.6012  | 0.4567 |     0.4497    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.4085 |  0.8571  |   0.8556  | 0.8571 |  0.8551  | 0.7898 |     0.7892    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.4114 |  0.6558  |   0.6489  | 0.6558 |  0.6360  | 0.5166 |     0.5036    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2922 |  0.8896  |   0.8923  | 0.8896 |  0.8899  | 0.8392 |     0.8387    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.7097 |  0.6494  |   0.6380  | 0.6494 |  0.6386  | 0.5012 |     0.4979    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2241 |  0.9075  |   0.9079  | 0.9075 |  0.9075  | 0.8648 |     0.8647    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 2.9969 |  0.5714  |   0.5728  | 0.5714 |  0.5456  | 0.3934 |     0.3741    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.3052 |  0.8912  |   0.8933  | 0.8912 |  0.8916  | 0.8412 |     0.8409    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 2.3394 |  0.6169  |   0.6030  | 0.6169 |  0.5970  | 0.4562 |     0.4466    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.3187 |  0.8961  |   0.8949  | 0.8961 |  0.8950  | 0.8474 |     0.8471    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.9525 |  0.6494  |   0.6496  | 0.6494 |  0.6316  | 0.5011 |     0.4921    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.2242 |  0.9172  |   0.9191  | 0.9172 |  0.9159  | 0.8787 |     0.8778    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.8295 |  0.6104  |   0.5804  | 0.6104 |  0.5881  | 0.4405 |     0.4362    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1541 |  0.9513  |   0.9520  | 0.9513 |  0.9515  | 0.9290 |     0.9289    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.2258 |  0.6234  |   0.5995  | 0.6234 |  0.6065  | 0.4620 |     0.4588    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1446 |  0.9464  |   0.9473  | 0.9464 |  0.9465  | 0.9217 |     0.9215    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.3166 |  0.5909  |   0.5860  | 0.5909 |  0.5768  | 0.4198 |     0.4140    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1453 |  0.9497  |   0.9495  | 0.9497 |  0.9496  | 0.9264 |     0.9264    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.6813 |  0.6299  |   0.6180  | 0.6299 |  0.6003  | 0.4685 |     0.4585    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1920 |  0.9286  |   0.9288  | 0.9286 |  0.9285  | 0.8956 |     0.8955    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.3280 |  0.6688  |   0.6576  | 0.6688 |  0.6428  | 0.5249 |     0.5158    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1749 |  0.9351  |   0.9356  | 0.9351 |  0.9352  | 0.9055 |     0.9054    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 3.0299 |  0.6169  |   0.6040  | 0.6169 |  0.5971  | 0.4542 |     0.4446    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.2577 |  0.9351  |   0.9349  | 0.9351 |  0.9348  | 0.9049 |     0.9048    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.9150 |  0.6169  |   0.6121  | 0.6169 |  0.6013  | 0.4592 |     0.4536    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.2029 |  0.9302  |   0.9319  | 0.9302 |  0.9305  | 0.8981 |     0.8979    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 1.8332 |  0.6623  |   0.6352  | 0.6623 |  0.6313  | 0.5213 |     0.5086    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0893 |  0.9675  |   0.9677  | 0.9675 |  0.9674  | 0.9525 |     0.9524    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.1859 |  0.6299  |   0.6387  | 0.6299 |  0.6250  | 0.4787 |     0.4750    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.30batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0892 |  0.9740  |   0.9753  | 0.9740 |  0.9744  | 0.9623 |     0.9621    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.7458 |  0.6558  |   0.6474  | 0.6558 |  0.6350  | 0.5099 |     0.4984    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0724 |  0.9724  |   0.9724  | 0.9724 |  0.9723  | 0.9597 |     0.9596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.1878 |  0.6688  |   0.6614  | 0.6688 |  0.6581  | 0.5286 |     0.5251    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0670 |  0.9805  |   0.9806  | 0.9805 |  0.9805  | 0.9715 |     0.9715    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.5122 |  0.6623  |   0.6346  | 0.6623 |  0.6331  | 0.5176 |     0.5100    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1019 |  0.9643  |   0.9642  | 0.9643 |  0.9641  | 0.9477 |     0.9476    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.3157 |  0.6753  |   0.6811  | 0.6753 |  0.6770  | 0.5440 |     0.5434    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1152 |  0.9627  |   0.9630  | 0.9627 |  0.9628  | 0.9456 |     0.9456    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.6456 |  0.6299  |   0.5952  | 0.6299 |  0.5961  | 0.4700 |     0.4597    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0961 |  0.9708  |   0.9709  | 0.9708 |  0.9705  | 0.9573 |     0.9572    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.3594 |  0.6364  |   0.6353  | 0.6364 |  0.6285  | 0.4870 |     0.4830    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1021 |  0.9643  |   0.9648  | 0.9643 |  0.9642  | 0.9478 |     0.9477    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.4662 |  0.6494  |   0.6328  | 0.6494 |  0.6256  | 0.5017 |     0.4948    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0753 |  0.9708  |   0.9708  | 0.9708 |  0.9707  | 0.9572 |     0.9572    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.3752 |  0.6688  |   0.6639  | 0.6688 |  0.6642  | 0.5308 |     0.5294    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0701 |  0.9773  |   0.9775  | 0.9773 |  0.9773  | 0.9669 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.7192 |  0.6429  |   0.6242  | 0.6429 |  0.6193  | 0.4873 |     0.4791    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0875 |  0.9724  |   0.9726  | 0.9724 |  0.9725  | 0.9597 |     0.9597    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 3.2341 |  0.6623  |   0.6430  | 0.6623 |  0.6396  | 0.5162 |     0.5085    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1508 |  0.9675  |   0.9676  | 0.9675 |  0.9674  | 0.9525 |     0.9524    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.3549 |  0.6623  |   0.6491  | 0.6623 |  0.6539  | 0.5200 |     0.5189    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.1580 |  0.9643  |   0.9642  | 0.9643 |  0.9641  | 0.9478 |     0.9477    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 1.8516 |  0.6429  |   0.6238  | 0.6429 |  0.6301  | 0.4903 |     0.4883    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9542749121785163
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3463 |  0.3945  |   0.3009  | 0.3945 |  0.3113  | 0.0249 |     0.0192    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2437 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2629 |  0.5049  |   0.3959  | 0.5049 |  0.4241  | 0.2339 |     0.1998    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.1711 |  0.5000  |   0.3683  | 0.5000 |  0.4043  | 0.2770 |     0.2287    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1399 |  0.5568  |   0.4260  | 0.5568 |  0.4766  | 0.3125 |     0.2856    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.0750 |  0.5390  |   0.3947  | 0.5390 |  0.4463  | 0.3369 |     0.2963    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1203 |  0.5649  |   0.4269  | 0.5649 |  0.4861  | 0.3209 |     0.3014    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1212 |  0.5909  |   0.4124  | 0.5909 |  0.4854  | 0.4087 |     0.3734    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0884 |  0.5958  |   0.4497  | 0.5958 |  0.5126  | 0.3730 |     0.3505    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1167 |  0.5649  |   0.4071  | 0.5649 |  0.4667  | 0.3762 |     0.3354    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0749 |  0.6006  |   0.4533  | 0.6006 |  0.5165  | 0.3813 |     0.3580    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0970 |  0.5455  |   0.4095  | 0.5455 |  0.4517  | 0.3585 |     0.3070    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0332 |  0.6104  |   0.4619  | 0.6104 |  0.5254  | 0.3991 |     0.3745    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0921 |  0.5714  |   0.4003  | 0.5714 |  0.4698  | 0.3774 |     0.3439    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9989 |  0.6136  |   0.4635  | 0.6136 |  0.5280  | 0.4038 |     0.3794    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0785 |  0.5649  |   0.3922  | 0.5649 |  0.4621  | 0.3652 |     0.3322    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0268 |  0.6266  |   0.4730  | 0.6266 |  0.5390  | 0.4257 |     0.3998    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0296 |  0.5649  |   0.4071  | 0.5649 |  0.4674  | 0.3750 |     0.3353    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9998 |  0.6120  |   0.4634  | 0.6120 |  0.5275  | 0.4007 |     0.3773    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0738 |  0.5519  |   0.4098  | 0.5519 |  0.4566  | 0.3662 |     0.3166    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9336 |  0.6266  |   0.4743  | 0.6266 |  0.5398  | 0.4261 |     0.4007    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.1157 |  0.5974  |   0.5065  | 0.5974 |  0.5054  | 0.4280 |     0.3872    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9091 |  0.6461  |   0.5997  | 0.6461 |  0.6096  | 0.4638 |     0.4556    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.1528 |  0.5519  |   0.4773  | 0.5519 |  0.4775  | 0.3712 |     0.3262    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9477 |  0.6299  |   0.6095  | 0.6299 |  0.5810  | 0.4392 |     0.4197    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0828 |  0.5195  |   0.4178  | 0.5195 |  0.4599  | 0.2977 |     0.2855    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.9313 |  0.6282  |   0.5927  | 0.6282 |  0.5678  | 0.4312 |     0.4121    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0095 |  0.5974  |   0.4256  | 0.5974 |  0.4948  | 0.4228 |     0.3853    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.8276 |  0.6672  |   0.6130  | 0.6672 |  0.6244  | 0.4973 |     0.4866    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.0970 |  0.5844  |   0.6119  | 0.5844 |  0.5013  | 0.3967 |     0.3684    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.7586 |  0.7062  |   0.6845  | 0.7062 |  0.6603  | 0.5587 |     0.5434    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0051 |  0.6234  |   0.5969  | 0.6234 |  0.5849  | 0.4564 |     0.4451    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.7003 |  0.7143  |   0.6966  | 0.7143 |  0.6904  | 0.5714 |     0.5638    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0931 |  0.5909  |   0.5452  | 0.5909 |  0.5547  | 0.4090 |     0.4002    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6485 |  0.7289  |   0.7160  | 0.7289 |  0.7095  | 0.5946 |     0.5878    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0771 |  0.5649  |   0.5539  | 0.5649 |  0.5565  | 0.3813 |     0.3802    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.6160 |  0.7516  |   0.7381  | 0.7516 |  0.7388  | 0.6302 |     0.6266    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.3666 |  0.5390  |   0.5150  | 0.5390 |  0.5166  | 0.3405 |     0.3326    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.5825 |  0.7744  |   0.7708  | 0.7744 |  0.7716  | 0.6673 |     0.6668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.1918 |  0.6234  |   0.5958  | 0.6234 |  0.6012  | 0.4597 |     0.4550    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.4975 |  0.8068  |   0.8032  | 0.8068 |  0.8029  | 0.7143 |     0.7131    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.2685 |  0.6039  |   0.5840  | 0.6039 |  0.5859  | 0.4323 |     0.4279    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.4069 |  0.8409  |   0.8495  | 0.8409 |  0.8428  | 0.7708 |     0.7690    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.4611 |  0.6364  |   0.6133  | 0.6364 |  0.6175  | 0.4782 |     0.4741    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.3744 |  0.8539  |   0.8519  | 0.8539 |  0.8514  | 0.7846 |     0.7837    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.4531 |  0.6234  |   0.6021  | 0.6234 |  0.6047  | 0.4650 |     0.4592    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.3908 |  0.8458  |   0.8469  | 0.8458 |  0.8459  | 0.7742 |     0.7740    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.5129 |  0.6039  |   0.5988  | 0.6039 |  0.5996  | 0.4379 |     0.4369    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3383 |  0.8669  |   0.8671  | 0.8669 |  0.8666  | 0.8059 |     0.8057    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.9501 |  0.5909  |   0.5702  | 0.5909 |  0.5714  | 0.4127 |     0.4087    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3713 |  0.8766  |   0.8781  | 0.8766 |  0.8770  | 0.8200 |     0.8199    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.7392 |  0.5974  |   0.5715  | 0.5974 |  0.5781  | 0.4220 |     0.4182    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2742 |  0.8929  |   0.8937  | 0.8929 |  0.8928  | 0.8440 |     0.8436    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 2.3943 |  0.5649  |   0.5293  | 0.5649 |  0.5388  | 0.3727 |     0.3684    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2739 |  0.9075  |   0.9071  | 0.9075 |  0.9064  | 0.8640 |     0.8635    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.8350 |  0.5649  |   0.5680  | 0.5649 |  0.5613  | 0.3927 |     0.3898    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.2018 |  0.9351  |   0.9350  | 0.9351 |  0.9349  | 0.9050 |     0.9049    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.2958 |  0.6364  |   0.6218  | 0.6364 |  0.6193  | 0.4794 |     0.4737    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1675 |  0.9367  |   0.9369  | 0.9367 |  0.9368  | 0.9075 |     0.9075    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.5082 |  0.5584  |   0.5432  | 0.5584 |  0.5486  | 0.3706 |     0.3696    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1770 |  0.9318  |   0.9316  | 0.9318 |  0.9317  | 0.9003 |     0.9002    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.9744 |  0.5649  |   0.5391  | 0.5649 |  0.5344  | 0.3887 |     0.3763    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1779 |  0.9448  |   0.9458  | 0.9448 |  0.9450  | 0.9197 |     0.9195    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.5979 |  0.5844  |   0.5488  | 0.5844 |  0.5538  | 0.4016 |     0.3936    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1521 |  0.9448  |   0.9449  | 0.9448 |  0.9447  | 0.9195 |     0.9193    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.2463 |  0.6104  |   0.6021  | 0.6104 |  0.6039  | 0.4452 |     0.4439    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1970 |  0.9302  |   0.9295  | 0.9302 |  0.9296  | 0.8977 |     0.8975    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.3922 |  0.5909  |   0.6378  | 0.5909 |  0.5990  | 0.4304 |     0.4247    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1360 |  0.9562  |   0.9563  | 0.9562 |  0.9562  | 0.9359 |     0.9359    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.7971 |  0.6169  |   0.5920  | 0.6169 |  0.5940  | 0.4540 |     0.4468    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1651 |  0.9578  |   0.9581  | 0.9578 |  0.9579  | 0.9385 |     0.9384    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.3876 |  0.6299  |   0.6204  | 0.6299 |  0.6183  | 0.4791 |     0.4742    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1140 |  0.9578  |   0.9579  | 0.9578 |  0.9578  | 0.9384 |     0.9383    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.2380 |  0.6429  |   0.6338  | 0.6429 |  0.6336  | 0.4904 |     0.4883    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0659 |  0.9756  |   0.9757  | 0.9756 |  0.9756  | 0.9644 |     0.9644    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 3.2238 |  0.5909  |   0.5660  | 0.5909 |  0.5721  | 0.4120 |     0.4085    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0985 |  0.9740  |   0.9741  | 0.9740 |  0.9739  | 0.9620 |     0.9620    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 3.5859 |  0.5649  |   0.5750  | 0.5649 |  0.5637  | 0.3876 |     0.3834    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1015 |  0.9610  |   0.9609  | 0.9610 |  0.9609  | 0.9430 |     0.9429    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.9177 |  0.6039  |   0.5861  | 0.6039 |  0.5906  | 0.4335 |     0.4307    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1592 |  0.9643  |   0.9644  | 0.9643 |  0.9643  | 0.9478 |     0.9478    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.6558 |  0.5779  |   0.5825  | 0.5779 |  0.5682  | 0.4075 |     0.4031    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1033 |  0.9773  |   0.9773  | 0.9773 |  0.9772  | 0.9668 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 3.5548 |  0.5909  |   0.5562  | 0.5909 |  0.5556  | 0.4176 |     0.4079    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1122 |  0.9724  |   0.9725  | 0.9724 |  0.9724  | 0.9597 |     0.9597    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.0339 |  0.5779  |   0.5404  | 0.5779 |  0.5390  | 0.3935 |     0.3800    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1432 |  0.9448  |   0.9451  | 0.9448 |  0.9449  | 0.9195 |     0.9195    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.5323 |  0.6039  |   0.5791  | 0.6039 |  0.5873  | 0.4331 |     0.4305    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1005 |  0.9659  |   0.9659  | 0.9659 |  0.9657  | 0.9502 |     0.9500    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.6555 |  0.6234  |   0.6227  | 0.6234 |  0.6204  | 0.4675 |     0.4659    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0821 |  0.9740  |   0.9750  | 0.9740 |  0.9742  | 0.9625 |     0.9623    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.7543 |  0.5844  |   0.5766  | 0.5844 |  0.5787  | 0.4088 |     0.4079    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0291 |  0.9919  |   0.9919  | 0.9919 |  0.9919  | 0.9881 |     0.9881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.1981 |  0.6104  |   0.6087  | 0.6104 |  0.6057  | 0.4502 |     0.4483    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0406 |  0.9919  |   0.9919  | 0.9919 |  0.9919  | 0.9882 |     0.9882    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 3.7240 |  0.5844  |   0.5661  | 0.5844 |  0.5700  | 0.4056 |     0.4030    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0431 |  0.9838  |   0.9839  | 0.9838 |  0.9838  | 0.9763 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 3.4788 |  0.6039  |   0.5785  | 0.6039 |  0.5852  | 0.4314 |     0.4281    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0174 |  0.9951  |   0.9952  | 0.9951 |  0.9951  | 0.9929 |     0.9929    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 3.5823 |  0.6169  |   0.5981  | 0.6169 |  0.5953  | 0.4528 |     0.4478    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  1.0051441133022307
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.6976 |  0.3831  |   0.3358  | 0.3831 |  0.3261  | 0.0496 |     0.0428    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3665 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   2   | Train | 1.3355 |  0.3847  |   0.3157  | 0.3847 |  0.2281  | -0.0084 |    -0.0021    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3800 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   3   | Train | 1.2943 |  0.3506  |   0.2558  | 0.3506 |  0.2610  | -0.0468 |    -0.0336    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+---------+---------------+
|   3   | Validation | 1.3147 |  0.3377  |   0.1148  | 0.3377 |  0.1713  | -0.0013 |    -0.0002    |
+-------+------------+--------+----------+-----------+--------+----------+---------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.2525 |  0.3864  |   0.2858  | 0.3864 |  0.2894  | 0.0068 |     0.0047    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.2256 |  0.4740  |   0.3755  | 0.4740 |  0.3727  | 0.2584 |     0.1865    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1410 |  0.5390  |   0.4077  | 0.5390 |  0.4635  | 0.2760 |     0.2583    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1205 |  0.5325  |   0.3804  | 0.5325 |  0.4383  | 0.3195 |     0.2857    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0991 |  0.5860  |   0.4426  | 0.5860 |  0.5043  | 0.3565 |     0.3350    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.1016 |  0.5584  |   0.4033  | 0.5584 |  0.4612  | 0.3664 |     0.3256    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0792 |  0.5860  |   0.4429  | 0.5860 |  0.5043  | 0.3569 |     0.3352    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.1631 |  0.5000  |   0.3444  | 0.5000 |  0.4063  | 0.2564 |     0.2320    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0992 |  0.5860  |   0.4422  | 0.5860 |  0.5035  | 0.3567 |     0.3342    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.1018 |  0.5455  |   0.4095  | 0.5455 |  0.4517  | 0.3585 |     0.3070    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0580 |  0.5974  |   0.4574  | 0.5974 |  0.5151  | 0.3812 |     0.3545    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0817 |  0.5455  |   0.4062  | 0.5455 |  0.4508  | 0.3566 |     0.3068    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 1.0432 |  0.6039  |   0.4566  | 0.6039 |  0.5198  | 0.3874 |     0.3639    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0319 |  0.5519  |   0.3838  | 0.5519 |  0.4527  | 0.3427 |     0.3133    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 1.0118 |  0.6218  |   0.4702  | 0.6218 |  0.5353  | 0.4178 |     0.3925    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0037 |  0.5649  |   0.3945  | 0.5649 |  0.4640  | 0.3655 |     0.3337    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 1.0099 |  0.6185  |   0.4705  | 0.6185 |  0.5335  | 0.4137 |     0.3881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0132 |  0.5779  |   0.4013  | 0.5779 |  0.4736  | 0.3861 |     0.3527    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9525 |  0.6542  |   0.4952  | 0.6542 |  0.5634  | 0.4736 |     0.4448    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0992 |  0.5714  |   0.3970  | 0.5714 |  0.4681  | 0.3756 |     0.3424    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 1.0136 |  0.5958  |   0.5218  | 0.5958 |  0.5167  | 0.3752 |     0.3526    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0327 |  0.5519  |   0.3868  | 0.5519 |  0.4525  | 0.3471 |     0.3146    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.38batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 1.0175 |  0.6071  |   0.4589  | 0.6071 |  0.5227  | 0.3925 |     0.3691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.0713 |  0.5584  |   0.4077  | 0.5584 |  0.4606  | 0.3723 |     0.3261    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.9435 |  0.6380  |   0.5233  | 0.6380 |  0.5591  | 0.4456 |     0.4228    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 0.9898 |  0.5779  |   0.4039  | 0.5779 |  0.4755  | 0.3857 |     0.3541    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.9237 |  0.6575  |   0.6736  | 0.6575 |  0.5782  | 0.4779 |     0.4525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0453 |  0.5909  |   0.5927  | 0.5909 |  0.5094  | 0.4299 |     0.3807    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.8920 |  0.6607  |   0.5945  | 0.6607 |  0.5914  | 0.4859 |     0.4631    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 0.9695 |  0.6364  |   0.6055  | 0.6364 |  0.5714  | 0.4774 |     0.4533    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.8366 |  0.6737  |   0.6328  | 0.6737 |  0.6225  | 0.5061 |     0.4902    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 0.9598 |  0.6494  |   0.6742  | 0.6494 |  0.6042  | 0.5010 |     0.4767    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.8438 |  0.6705  |   0.6387  | 0.6705 |  0.6291  | 0.5030 |     0.4907    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.0163 |  0.6299  |   0.7056  | 0.6299 |  0.5646  | 0.4684 |     0.4403    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.8427 |  0.6721  |   0.6317  | 0.6721 |  0.6244  | 0.5028 |     0.4884    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 0.9433 |  0.6169  |   0.5785  | 0.6169 |  0.5646  | 0.4473 |     0.4297    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.8033 |  0.6721  |   0.6236  | 0.6721 |  0.6201  | 0.5069 |     0.4889    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 0.9810 |  0.6104  |   0.5927  | 0.6104 |  0.5682  | 0.4360 |     0.4213    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.8110 |  0.6948  |   0.6627  | 0.6948 |  0.6661  | 0.5449 |     0.5384    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.0211 |  0.6364  |   0.6826  | 0.6364 |  0.5943  | 0.4805 |     0.4684    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.7729 |  0.6997  |   0.6770  | 0.6997 |  0.6642  | 0.5505 |     0.5362    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.1373 |  0.6039  |   0.5683  | 0.6039 |  0.5499  | 0.4292 |     0.4074    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.38batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.7386 |  0.7224  |   0.7239  | 0.7224 |  0.6908  | 0.5852 |     0.5724    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 0.9506 |  0.6688  |   0.6704  | 0.6688 |  0.6478  | 0.5265 |     0.5163    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.7286 |  0.7240  |   0.7105  | 0.7240 |  0.7104  | 0.5887 |     0.5850    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.0470 |  0.6364  |   0.6200  | 0.6364 |  0.6076  | 0.4798 |     0.4672    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.6898 |  0.7516  |   0.7287  | 0.7516 |  0.7302  | 0.6303 |     0.6249    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.1873 |  0.6104  |   0.5955  | 0.6104 |  0.5704  | 0.4394 |     0.4216    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.6296 |  0.7581  |   0.7425  | 0.7581 |  0.7402  | 0.6389 |     0.6333    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.0349 |  0.6364  |   0.6217  | 0.6364 |  0.6032  | 0.4791 |     0.4643    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.5930 |  0.7906  |   0.7846  | 0.7906 |  0.7770  | 0.6892 |     0.6841    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.0316 |  0.6429  |   0.6234  | 0.6429 |  0.6248  | 0.4887 |     0.4841    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.39batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.5651 |  0.7971  |   0.7887  | 0.7971 |  0.7909  | 0.6999 |     0.6987    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.1257 |  0.6299  |   0.6316  | 0.6299 |  0.6016  | 0.4666 |     0.4555    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.5614 |  0.7971  |   0.7916  | 0.7971 |  0.7912  | 0.6992 |     0.6976    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.1755 |  0.6234  |   0.5980  | 0.6234 |  0.5963  | 0.4591 |     0.4519    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.5649 |  0.7857  |   0.7778  | 0.7857 |  0.7783  | 0.6822 |     0.6803    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.1266 |  0.6299  |   0.6157  | 0.6299 |  0.6029  | 0.4660 |     0.4567    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.55batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.5283 |  0.8101  |   0.8030  | 0.8101 |  0.8006  | 0.7184 |     0.7151    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.2491 |  0.6039  |   0.5928  | 0.6039 |  0.5834  | 0.4362 |     0.4269    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.4305 |  0.8490  |   0.8455  | 0.8490 |  0.8456  | 0.7775 |     0.7765    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.2416 |  0.6299  |   0.6080  | 0.6299 |  0.5957  | 0.4659 |     0.4546    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.4229 |  0.8442  |   0.8382  | 0.8442 |  0.8370  | 0.7695 |     0.7672    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.4115 |  0.6364  |   0.6248  | 0.6364 |  0.6202  | 0.4821 |     0.4776    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.4535 |  0.8312  |   0.8281  | 0.8312 |  0.8267  | 0.7502 |     0.7487    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.4287 |  0.6169  |   0.6034  | 0.6169 |  0.5933  | 0.4535 |     0.4464    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.4756 |  0.8182  |   0.8132  | 0.8182 |  0.8139  | 0.7313 |     0.7303    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 1.4711 |  0.6299  |   0.6262  | 0.6299 |  0.6150  | 0.4718 |     0.4665    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.4191 |  0.8490  |   0.8480  | 0.8490 |  0.8470  | 0.7774 |     0.7765    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.3404 |  0.6558  |   0.6460  | 0.6558 |  0.6453  | 0.5086 |     0.5054    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.4145 |  0.8588  |   0.8582  | 0.8588 |  0.8546  | 0.7914 |     0.7894    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.3605 |  0.6688  |   0.6555  | 0.6688 |  0.6478  | 0.5248 |     0.5174    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.3512 |  0.8701  |   0.8690  | 0.8701 |  0.8687  | 0.8094 |     0.8090    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.6084 |  0.6753  |   0.6674  | 0.6753 |  0.6635  | 0.5380 |     0.5348    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.3630 |  0.8685  |   0.8651  | 0.8685 |  0.8637  | 0.8060 |     0.8043    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 1.5059 |  0.6169  |   0.5993  | 0.6169 |  0.5980  | 0.4508 |     0.4454    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.3771 |  0.8669  |   0.8633  | 0.8669 |  0.8632  | 0.8039 |     0.8030    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 1.6211 |  0.6104  |   0.6004  | 0.6104 |  0.5902  | 0.4442 |     0.4375    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.4216 |  0.8458  |   0.8427  | 0.8458 |  0.8424  | 0.7724 |     0.7714    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 1.5927 |  0.6104  |   0.5979  | 0.6104 |  0.5812  | 0.4421 |     0.4278    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.3474 |  0.8685  |   0.8681  | 0.8685 |  0.8659  | 0.8060 |     0.8047    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 1.7485 |  0.5844  |   0.5736  | 0.5844 |  0.5563  | 0.4120 |     0.4010    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.3226 |  0.8718  |   0.8707  | 0.8718 |  0.8695  | 0.8112 |     0.8102    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 1.5124 |  0.6039  |   0.5940  | 0.6039 |  0.5871  | 0.4341 |     0.4272    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.2787 |  0.9010  |   0.9001  | 0.9010 |  0.8986  | 0.8544 |     0.8536    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 1.6707 |  0.6234  |   0.6203  | 0.6234 |  0.6101  | 0.4633 |     0.4555    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.2914 |  0.9010  |   0.8991  | 0.9010 |  0.8988  | 0.8544 |     0.8537    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 1.7769 |  0.6234  |   0.6083  | 0.6234 |  0.5952  | 0.4596 |     0.4522    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.2939 |  0.8961  |   0.8963  | 0.8961 |  0.8956  | 0.8477 |     0.8475    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 1.8751 |  0.6104  |   0.5664  | 0.6104 |  0.5750  | 0.4373 |     0.4293    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.2883 |  0.9010  |   0.8995  | 0.9010 |  0.8993  | 0.8545 |     0.8539    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 1.7757 |  0.6299  |   0.6283  | 0.6299 |  0.6076  | 0.4695 |     0.4578    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.2500 |  0.9253  |   0.9249  | 0.9253 |  0.9244  | 0.8904 |     0.8901    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 1.5530 |  0.6558  |   0.6445  | 0.6558 |  0.6416  | 0.5070 |     0.5026    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9433241456747055
Generation 1: Best individual - (0.7, 1024, 1024), Best fitness - 0.8612949788570404
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.3487 |  0.3506  |   0.2896  | 0.3506 |  0.3143  | -0.0217 |    -0.0209    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3215 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2680 |  0.3864  |   0.1493  | 0.3864 |  0.2154  | 0.0000 |     0.0000    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2467 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2808 |  0.3864  |   0.3321  | 0.3864 |  0.2411  | 0.0028 |     0.0009    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.3364 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.2545 |  0.3929  |   0.3034  | 0.3929 |  0.3148  | 0.0215 |     0.0169    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.3211 |  0.5260  |   0.3682  | 0.5260 |  0.4259  | 0.3075 |     0.2705    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1914 |  0.5195  |   0.3981  | 0.5195 |  0.4443  | 0.2473 |     0.2253    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1888 |  0.4805  |   0.3369  | 0.4805 |  0.3872  | 0.2303 |     0.2001    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.1414 |  0.5666  |   0.4284  | 0.5666 |  0.4862  | 0.3244 |     0.3024    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.1357 |  0.5390  |   0.3974  | 0.5390 |  0.4471  | 0.3384 |     0.2964    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.1307 |  0.5990  |   0.4549  | 0.5990 |  0.5158  | 0.3811 |     0.3567    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.2688 |  0.5065  |   0.4271  | 0.5065 |  0.4169  | 0.3325 |     0.2500    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0913 |  0.5779  |   0.4364  | 0.5779 |  0.4973  | 0.3427 |     0.3220    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.1571 |  0.5325  |   0.3992  | 0.5325 |  0.4406  | 0.3354 |     0.2872    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0898 |  0.5925  |   0.4484  | 0.5925 |  0.5101  | 0.3684 |     0.3458    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.1119 |  0.5844  |   0.4246  | 0.5844 |  0.4852  | 0.4096 |     0.3652    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 1.0353 |  0.6104  |   0.4608  | 0.6104 |  0.5249  | 0.3980 |     0.3736    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0594 |  0.5974  |   0.4249  | 0.5974 |  0.4941  | 0.4239 |     0.3842    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 1.0496 |  0.6185  |   0.4705  | 0.6185 |  0.5327  | 0.4152 |     0.3880    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0228 |  0.6104  |   0.4249  | 0.6104 |  0.5009  | 0.4408 |     0.4030    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 1.0379 |  0.6185  |   0.5355  | 0.6185 |  0.5343  | 0.4125 |     0.3872    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0078 |  0.5974  |   0.4145  | 0.5974 |  0.4894  | 0.4188 |     0.3826    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9734 |  0.6331  |   0.4798  | 0.6331 |  0.5459  | 0.4369 |     0.4114    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0055 |  0.6169  |   0.4282  | 0.6169 |  0.5048  | 0.4525 |     0.4120    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 1.0007 |  0.6412  |   0.5452  | 0.6412 |  0.5718  | 0.4507 |     0.4309    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.1680 |  0.5455  |   0.4359  | 0.5455 |  0.4581  | 0.3733 |     0.3092    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.9591 |  0.6331  |   0.5690  | 0.6331 |  0.5544  | 0.4369 |     0.4129    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9697 |  0.6039  |   0.4214  | 0.6039 |  0.4940  | 0.4334 |     0.3915    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.9324 |  0.6429  |   0.6298  | 0.6429 |  0.5969  | 0.4564 |     0.4450    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 0.9627 |  0.6039  |   0.4293  | 0.6039 |  0.5000  | 0.4329 |     0.3951    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.9150 |  0.6656  |   0.6180  | 0.6656 |  0.5959  | 0.4915 |     0.4695    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9368 |  0.6558  |   0.6544  | 0.6558 |  0.5980  | 0.5081 |     0.4849    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.8629 |  0.6623  |   0.6238  | 0.6623 |  0.6174  | 0.4870 |     0.4750    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0138 |  0.6169  |   0.6225  | 0.6169 |  0.5526  | 0.4694 |     0.4243    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.8402 |  0.6786  |   0.6503  | 0.6786 |  0.6445  | 0.5152 |     0.5043    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 0.9511 |  0.6753  |   0.7168  | 0.6753 |  0.6318  | 0.5388 |     0.5199    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.7840 |  0.6834  |   0.6522  | 0.6834 |  0.6568  | 0.5241 |     0.5173    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.0325 |  0.5909  |   0.4342  | 0.5909 |  0.4996  | 0.4064 |     0.3830    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.8273 |  0.6769  |   0.6522  | 0.6769 |  0.6464  | 0.5130 |     0.5033    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.0650 |  0.6169  |   0.6197  | 0.6169 |  0.5778  | 0.4488 |     0.4379    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.8196 |  0.6883  |   0.6815  | 0.6883 |  0.6698  | 0.5338 |     0.5292    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.0080 |  0.6039  |   0.5506  | 0.6039 |  0.5482  | 0.4265 |     0.4091    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.7384 |  0.7078  |   0.6892  | 0.7078 |  0.6908  | 0.5640 |     0.5593    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 0.9656 |  0.6299  |   0.5800  | 0.6299 |  0.5747  | 0.4657 |     0.4496    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.7065 |  0.7240  |   0.7071  | 0.7240 |  0.7057  | 0.5868 |     0.5818    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 0.9856 |  0.5844  |   0.4797  | 0.5844 |  0.5209  | 0.3979 |     0.3830    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.6781 |  0.7419  |   0.7302  | 0.7419 |  0.7301  | 0.6159 |     0.6124    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.0146 |  0.6429  |   0.6229  | 0.6429 |  0.6168  | 0.4883 |     0.4816    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.6859 |  0.7370  |   0.7343  | 0.7370 |  0.7221  | 0.6086 |     0.6033    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.0055 |  0.6104  |   0.5863  | 0.6104 |  0.5689  | 0.4444 |     0.4279    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.6154 |  0.7695  |   0.7632  | 0.7695 |  0.7555  | 0.6569 |     0.6515    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.1069 |  0.6104  |   0.5700  | 0.6104 |  0.5634  | 0.4416 |     0.4261    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.5811 |  0.7825  |   0.7788  | 0.7825 |  0.7737  | 0.6782 |     0.6749    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.1362 |  0.5974  |   0.5619  | 0.5974 |  0.5673  | 0.4189 |     0.4122    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.5952 |  0.7890  |   0.7859  | 0.7890 |  0.7842  | 0.6882 |     0.6867    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.0557 |  0.6104  |   0.5672  | 0.6104 |  0.5623  | 0.4386 |     0.4244    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.5307 |  0.8084  |   0.8002  | 0.8084 |  0.7948  | 0.7158 |     0.7107    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.1417 |  0.5909  |   0.5681  | 0.5909 |  0.5672  | 0.4225 |     0.4135    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.5354 |  0.7955  |   0.7970  | 0.7955 |  0.7895  | 0.6985 |     0.6943    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.3361 |  0.5909  |   0.5689  | 0.5909 |  0.5539  | 0.4158 |     0.4002    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.4920 |  0.8149  |   0.8084  | 0.8149 |  0.8073  | 0.7259 |     0.7234    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.2503 |  0.6234  |   0.5997  | 0.6234 |  0.6071  | 0.4637 |     0.4609    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.4429 |  0.8312  |   0.8316  | 0.8312 |  0.8271  | 0.7523 |     0.7504    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.2790 |  0.6039  |   0.5461  | 0.6039 |  0.5569  | 0.4276 |     0.4161    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.4166 |  0.8539  |   0.8526  | 0.8539 |  0.8502  | 0.7844 |     0.7832    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.1783 |  0.5714  |   0.5188  | 0.5714 |  0.5384  | 0.3823 |     0.3777    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.4217 |  0.8474  |   0.8442  | 0.8474 |  0.8448  | 0.7752 |     0.7746    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.2714 |  0.6234  |   0.6089  | 0.6234 |  0.5957  | 0.4605 |     0.4536    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.4054 |  0.8442  |   0.8412  | 0.8442 |  0.8365  | 0.7702 |     0.7666    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.2672 |  0.6364  |   0.6091  | 0.6364 |  0.6175  | 0.4802 |     0.4766    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.3637 |  0.8636  |   0.8622  | 0.8636 |  0.8607  | 0.8001 |     0.7994    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 1.4459 |  0.5909  |   0.5886  | 0.5909 |  0.5482  | 0.4127 |     0.4014    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.3864 |  0.8523  |   0.8510  | 0.8523 |  0.8501  | 0.7825 |     0.7818    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.3896 |  0.6039  |   0.5959  | 0.6039 |  0.5884  | 0.4370 |     0.4287    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.4125 |  0.8555  |   0.8532  | 0.8555 |  0.8524  | 0.7877 |     0.7865    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.2748 |  0.6494  |   0.6275  | 0.6494 |  0.6263  | 0.5020 |     0.4966    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.3188 |  0.8945  |   0.8920  | 0.8945 |  0.8920  | 0.8447 |     0.8440    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.6566 |  0.6299  |   0.6188  | 0.6299 |  0.6023  | 0.4705 |     0.4612    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.2365 |  0.9091  |   0.9091  | 0.9091 |  0.9077  | 0.8666 |     0.8660    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 1.5449 |  0.6234  |   0.5856  | 0.6234 |  0.5952  | 0.4603 |     0.4536    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.2041 |  0.9302  |   0.9304  | 0.9302 |  0.9286  | 0.8978 |     0.8968    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.3149 |  0.5714  |   0.5667  | 0.5714 |  0.5478  | 0.3974 |     0.3837    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.3125 |  0.8929  |   0.8930  | 0.8929 |  0.8919  | 0.8426 |     0.8422    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 1.6259 |  0.6494  |   0.6274  | 0.6494 |  0.6309  | 0.4977 |     0.4935    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.3081 |  0.8945  |   0.8938  | 0.8945 |  0.8937  | 0.8453 |     0.8450    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 1.6539 |  0.6169  |   0.5745  | 0.6169 |  0.5840  | 0.4521 |     0.4442    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.2882 |  0.9075  |   0.9061  | 0.9075 |  0.9051  | 0.8643 |     0.8636    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 1.4341 |  0.6039  |   0.5845  | 0.6039 |  0.5845  | 0.4319 |     0.4259    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.2977 |  0.8831  |   0.8806  | 0.8831 |  0.8808  | 0.8280 |     0.8274    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 1.5299 |  0.6429  |   0.6331  | 0.6429 |  0.6220  | 0.4921 |     0.4849    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.2206 |  0.9107  |   0.9119  | 0.9107 |  0.9098  | 0.8696 |     0.8690    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 1.8974 |  0.6039  |   0.5929  | 0.6039 |  0.5775  | 0.4405 |     0.4241    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.2715 |  0.9058  |   0.9052  | 0.9058 |  0.9051  | 0.8622 |     0.8618    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 1.4233 |  0.6364  |   0.6178  | 0.6364 |  0.6225  | 0.4809 |     0.4783    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.2621 |  0.9075  |   0.9079  | 0.9075 |  0.9049  | 0.8641 |     0.8627    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 1.5077 |  0.6429  |   0.6287  | 0.6429 |  0.6320  | 0.4913 |     0.4894    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.3049 |  0.9042  |   0.9071  | 0.9042 |  0.9037  | 0.8602 |     0.8594    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 1.4915 |  0.6039  |   0.5985  | 0.6039 |  0.5985  | 0.4390 |     0.4372    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9367660805583
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3064 |  0.3571  |   0.3020  | 0.3571 |  0.2733  | 0.0030 |     0.0023    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3170 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2560 |  0.4935  |   0.3859  | 0.4935 |  0.4188  | 0.2080 |     0.1820    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.1456 |  0.5519  |   0.3893  | 0.5519 |  0.4538  | 0.3479 |     0.3148    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.0956 |  0.5925  |   0.4472  | 0.5925 |  0.5097  | 0.3674 |     0.3451    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2139 |  0.5519  |   0.4686  | 0.5519 |  0.4640  | 0.4112 |     0.3187    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.0369 |  0.5925  |   0.4473  | 0.5925 |  0.5097  | 0.3674 |     0.3453    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.0224 |  0.5649  |   0.4142  | 0.5649 |  0.4681  | 0.3820 |     0.3359    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0441 |  0.6234  |   0.4728  | 0.6234 |  0.5370  | 0.4218 |     0.3955    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0729 |  0.5779  |   0.4078  | 0.5779 |  0.4757  | 0.3910 |     0.3544    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 0.9865 |  0.6299  |   0.4773  | 0.6299 |  0.5425  | 0.4325 |     0.4058    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0997 |  0.5519  |   0.4429  | 0.5519 |  0.4604  | 0.3933 |     0.3181    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 0.9567 |  0.6412  |   0.4858  | 0.6412 |  0.5522  | 0.4520 |     0.4241    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 0.9607 |  0.6039  |   0.4219  | 0.6039 |  0.4964  | 0.4305 |     0.3933    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9158 |  0.6558  |   0.4975  | 0.6558 |  0.5651  | 0.4772 |     0.4476    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 0.9815 |  0.6169  |   0.4469  | 0.6169 |  0.5120  | 0.4638 |     0.4146    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9430 |  0.6575  |   0.5015  | 0.6575 |  0.5674  | 0.4817 |     0.4505    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0039 |  0.6104  |   0.4677  | 0.6104 |  0.5130  | 0.4717 |     0.4059    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9042 |  0.6607  |   0.5024  | 0.6607 |  0.5697  | 0.4862 |     0.4555    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0672 |  0.5649  |   0.5451  | 0.5649 |  0.4672  | 0.3694 |     0.3325    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.8802 |  0.6510  |   0.5403  | 0.6510 |  0.5642  | 0.4684 |     0.4408    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9650 |  0.5974  |   0.4290  | 0.5974 |  0.4953  | 0.4268 |     0.3845    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8275 |  0.6786  |   0.6194  | 0.6786 |  0.6050  | 0.5135 |     0.4897    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9858 |  0.5779  |   0.5057  | 0.5779 |  0.5011  | 0.3864 |     0.3625    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8122 |  0.6916  |   0.6592  | 0.6916 |  0.6341  | 0.5374 |     0.5157    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0162 |  0.5844  |   0.5448  | 0.5844 |  0.5125  | 0.3950 |     0.3737    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.7607 |  0.7159  |   0.6860  | 0.7159 |  0.6728  | 0.5742 |     0.5591    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9856 |  0.5844  |   0.4825  | 0.5844 |  0.5220  | 0.3969 |     0.3813    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.6771 |  0.7419  |   0.7225  | 0.7419 |  0.7157  | 0.6152 |     0.6067    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.3647 |  0.6039  |   0.5794  | 0.6039 |  0.5520  | 0.4318 |     0.4157    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6467 |  0.7370  |   0.7083  | 0.7370 |  0.7044  | 0.6081 |     0.5982    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.78batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 0.9507 |  0.6039  |   0.5949  | 0.6039 |  0.5657  | 0.4312 |     0.4145    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  2.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.5822 |  0.7760  |   0.7687  | 0.7760 |  0.7624  | 0.6663 |     0.6612    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0932 |  0.6688  |   0.6722  | 0.6688 |  0.6630  | 0.5340 |     0.5294    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.5084 |  0.8214  |   0.8193  | 0.8214 |  0.8067  | 0.7373 |     0.7310    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.2142 |  0.6234  |   0.6481  | 0.6234 |  0.6250  | 0.4717 |     0.4656    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.4558 |  0.8377  |   0.8318  | 0.8377 |  0.8317  | 0.7608 |     0.7588    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.2643 |  0.6429  |   0.6233  | 0.6429 |  0.6175  | 0.4906 |     0.4796    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.4917 |  0.8328  |   0.8267  | 0.8328 |  0.8263  | 0.7531 |     0.7511    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.4010 |  0.6299  |   0.6191  | 0.6299 |  0.5988  | 0.4661 |     0.4558    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.3790 |  0.8653  |   0.8623  | 0.8653 |  0.8609  | 0.8018 |     0.7999    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.3823 |  0.6429  |   0.6434  | 0.6429 |  0.6391  | 0.5037 |     0.5014    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.36batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.3467 |  0.8734  |   0.8705  | 0.8734 |  0.8700  | 0.8139 |     0.8127    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.6788 |  0.6753  |   0.6541  | 0.6753 |  0.6575  | 0.5355 |     0.5311    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.4373 |  0.8328  |   0.8308  | 0.8328 |  0.8294  | 0.7545 |     0.7527    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.6152 |  0.6364  |   0.6106  | 0.6364 |  0.6090  | 0.4831 |     0.4718    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.3715 |  0.8539  |   0.8522  | 0.8539 |  0.8529  | 0.7859 |     0.7858    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.4146 |  0.6104  |   0.5966  | 0.6104 |  0.5943  | 0.4453 |     0.4397    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.2506 |  0.9091  |   0.9081  | 0.9091 |  0.9077  | 0.8667 |     0.8661    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.4716 |  0.6623  |   0.6447  | 0.6623 |  0.6489  | 0.5185 |     0.5160    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.1764 |  0.9286  |   0.9288  | 0.9286 |  0.9275  | 0.8954 |     0.8946    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.8135 |  0.6623  |   0.6276  | 0.6623 |  0.6373  | 0.5173 |     0.5123    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.1429 |  0.9416  |   0.9423  | 0.9416 |  0.9410  | 0.9149 |     0.9143    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 2.1596 |  0.6169  |   0.6354  | 0.6169 |  0.6228  | 0.4626 |     0.4613    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2638 |  0.9075  |   0.9084  | 0.9075 |  0.9074  | 0.8647 |     0.8644    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.7579 |  0.6234  |   0.6190  | 0.6234 |  0.6161  | 0.4740 |     0.4708    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.2577 |  0.9075  |   0.9071  | 0.9075 |  0.9070  | 0.8644 |     0.8643    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.7228 |  0.6299  |   0.6220  | 0.6299 |  0.6162  | 0.4751 |     0.4685    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1735 |  0.9318  |   0.9321  | 0.9318 |  0.9318  | 0.9005 |     0.9003    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.1839 |  0.6494  |   0.6405  | 0.6494 |  0.6355  | 0.4982 |     0.4935    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1529 |  0.9416  |   0.9417  | 0.9416 |  0.9415  | 0.9145 |     0.9144    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.7567 |  0.6494  |   0.6401  | 0.6494 |  0.6181  | 0.5016 |     0.4930    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1038 |  0.9610  |   0.9606  | 0.9610 |  0.9604  | 0.9431 |     0.9429    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.93batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.3404 |  0.6364  |   0.6190  | 0.6364 |  0.6229  | 0.4799 |     0.4772    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.2040 |  0.9416  |   0.9431  | 0.9416 |  0.9421  | 0.9151 |     0.9150    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.4205 |  0.6623  |   0.6589  | 0.6623 |  0.6363  | 0.5149 |     0.5037    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.45batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1679 |  0.9318  |   0.9315  | 0.9318 |  0.9314  | 0.9001 |     0.9000    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.3963 |  0.6234  |   0.6014  | 0.6234 |  0.6093  | 0.4635 |     0.4614    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.2030 |  0.9334  |   0.9339  | 0.9334 |  0.9336  | 0.9031 |     0.9030    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.2789 |  0.6299  |   0.6141  | 0.6299 |  0.6068  | 0.4672 |     0.4601    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.2014 |  0.9269  |   0.9257  | 0.9269 |  0.9257  | 0.8929 |     0.8925    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.6900 |  0.6234  |   0.6147  | 0.6234 |  0.6124  | 0.4643 |     0.4601    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1371 |  0.9464  |   0.9472  | 0.9464 |  0.9460  | 0.9218 |     0.9212    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 1.9719 |  0.6299  |   0.6034  | 0.6299 |  0.6094  | 0.4688 |     0.4645    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0827 |  0.9708  |   0.9710  | 0.9708 |  0.9704  | 0.9574 |     0.9571    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.2221 |  0.6429  |   0.6343  | 0.6429 |  0.6376  | 0.4936 |     0.4930    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0690 |  0.9821  |   0.9823  | 0.9821 |  0.9822  | 0.9740 |     0.9739    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 3.1499 |  0.6364  |   0.6324  | 0.6364 |  0.6328  | 0.4897 |     0.4889    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1242 |  0.9610  |   0.9612  | 0.9610 |  0.9610  | 0.9432 |     0.9432    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 3.2748 |  0.6558  |   0.6595  | 0.6558 |  0.6463  | 0.5086 |     0.5038    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0991 |  0.9724  |   0.9726  | 0.9724 |  0.9722  | 0.9598 |     0.9596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.2906 |  0.6299  |   0.6093  | 0.6299 |  0.6160  | 0.4725 |     0.4701    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0781 |  0.9773  |   0.9774  | 0.9773 |  0.9773  | 0.9669 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.2323 |  0.6753  |   0.6596  | 0.6753 |  0.6612  | 0.5362 |     0.5328    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0638 |  0.9789  |   0.9793  | 0.9789 |  0.9788  | 0.9693 |     0.9691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.0092 |  0.6494  |   0.6514  | 0.6494 |  0.6398  | 0.5001 |     0.4952    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0869 |  0.9708  |   0.9710  | 0.9708 |  0.9706  | 0.9573 |     0.9571    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.4395 |  0.6039  |   0.6088  | 0.6039 |  0.6012  | 0.4427 |     0.4394    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0778 |  0.9692  |   0.9694  | 0.9692 |  0.9692  | 0.9551 |     0.9550    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.0106 |  0.6558  |   0.6388  | 0.6558 |  0.6380  | 0.5078 |     0.5027    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0502 |  0.9805  |   0.9807  | 0.9805 |  0.9805  | 0.9716 |     0.9715    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.5031 |  0.6104  |   0.6039  | 0.6104 |  0.6047  | 0.4516 |     0.4501    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0510 |  0.9838  |   0.9839  | 0.9838 |  0.9838  | 0.9763 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.2521 |  0.6494  |   0.6249  | 0.6494 |  0.6270  | 0.4976 |     0.4921    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0590 |  0.9805  |   0.9807  | 0.9805 |  0.9806  | 0.9716 |     0.9716    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 3.5601 |  0.6364  |   0.6135  | 0.6364 |  0.6171  | 0.4797 |     0.4746    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0527 |  0.9854  |   0.9856  | 0.9854 |  0.9855  | 0.9787 |     0.9787    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 3.6898 |  0.6169  |   0.6049  | 0.6169 |  0.6024  | 0.4575 |     0.4529    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.1068 |  0.9643  |   0.9642  | 0.9643 |  0.9640  | 0.9479 |     0.9477    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 3.5026 |  0.6169  |   0.6295  | 0.6169 |  0.6149  | 0.4666 |     0.4615    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9507300287485123
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 2.1413 |  0.3555  |   0.3113  | 0.3555 |  0.2968  | 0.0146 |     0.0123    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3765 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.3350 |  0.3685  |   0.1358  | 0.3685 |  0.1985  | 0.0000 |     0.0000    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.93batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3059 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2623 |  0.3750  |   0.3030  | 0.3750 |  0.2533  | 0.0156 |     0.0080    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2971 |  0.3961  |   0.2754  | 0.3961 |  0.3249  | 0.0811 |     0.0741    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.2489 |  0.4010  |   0.3049  | 0.4010 |  0.3257  | 0.0376 |     0.0310    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.2918 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.38batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.2560 |  0.3847  |   0.2871  | 0.3847 |  0.3113  | 0.0060 |     0.0050    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.2980 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.37batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   6   | Train | 1.2771 |  0.3847  |   0.3031  | 0.3847 |  0.2597  | -0.0010 |    -0.0005    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.3089 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.26batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.2352 |  0.4562  |   0.3443  | 0.4562 |  0.3924  | 0.1342 |     0.1261    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.2274 |  0.5714  |   0.4024  | 0.5714 |  0.4707  | 0.3786 |     0.3442    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.1069 |  0.6023  |   0.4564  | 0.6023 |  0.5188  | 0.3851 |     0.3615    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.1583 |  0.5649  |   0.3998  | 0.5649 |  0.4663  | 0.3683 |     0.3344    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0924 |  0.5925  |   0.4479  | 0.5925 |  0.5101  | 0.3677 |     0.3455    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0836 |  0.5714  |   0.4152  | 0.5714 |  0.4736  | 0.3887 |     0.3454    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 1.0525 |  0.6071  |   0.4665  | 0.6071 |  0.5243  | 0.3985 |     0.3702    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.1362 |  0.5714  |   0.4416  | 0.5714 |  0.4799  | 0.4071 |     0.3467    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 1.0594 |  0.6185  |   0.4717  | 0.6185 |  0.5334  | 0.4154 |     0.3880    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0775 |  0.5455  |   0.3775  | 0.5455 |  0.4451  | 0.3327 |     0.3021    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 1.0016 |  0.6218  |   0.4731  | 0.6218 |  0.5362  | 0.4198 |     0.3931    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0241 |  0.5779  |   0.4013  | 0.5779 |  0.4736  | 0.3861 |     0.3529    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9674 |  0.6526  |   0.4955  | 0.6526 |  0.5627  | 0.4714 |     0.4423    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9979 |  0.5844  |   0.4202  | 0.5844 |  0.4829  | 0.4083 |     0.3650    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.9422 |  0.6575  |   0.5010  | 0.6575 |  0.5674  | 0.4810 |     0.4504    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9912 |  0.5974  |   0.4252  | 0.5974 |  0.4938  | 0.4248 |     0.3843    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.9760 |  0.6445  |   0.4912  | 0.6445 |  0.5562  | 0.4589 |     0.4296    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.0095 |  0.5909  |   0.4148  | 0.5909 |  0.4867  | 0.4096 |     0.3736    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.9876 |  0.6234  |   0.4735  | 0.6234 |  0.5372  | 0.4221 |     0.3956    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0262 |  0.5909  |   0.4132  | 0.5909 |  0.4858  | 0.4091 |     0.3735    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.9556 |  0.6558  |   0.4977  | 0.6558 |  0.5654  | 0.4769 |     0.4475    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9560 |  0.5974  |   0.4184  | 0.5974 |  0.4911  | 0.4210 |     0.3837    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.9072 |  0.6526  |   0.4994  | 0.6526 |  0.5638  | 0.4741 |     0.4428    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0660 |  0.5909  |   0.4096  | 0.5909 |  0.4829  | 0.4091 |     0.3720    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.9003 |  0.6494  |   0.4962  | 0.6494 |  0.5612  | 0.4672 |     0.4377    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.0877 |  0.5519  |   0.3809  | 0.5519 |  0.4493  | 0.3441 |     0.3120    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.9099 |  0.6510  |   0.5770  | 0.6510 |  0.5695  | 0.4683 |     0.4420    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 0.9506 |  0.5844  |   0.5810  | 0.5844 |  0.4948  | 0.4178 |     0.3671    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.8489 |  0.6737  |   0.6448  | 0.6737 |  0.6030  | 0.5089 |     0.4826    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 0.9601 |  0.6039  |   0.5093  | 0.6039 |  0.5286  | 0.4414 |     0.4042    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.8284 |  0.6883  |   0.5893  | 0.6883 |  0.6344  | 0.5340 |     0.5207    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.0253 |  0.6299  |   0.6951  | 0.6299 |  0.5551  | 0.4806 |     0.4409    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.8341 |  0.6964  |   0.6630  | 0.6964 |  0.6462  | 0.5448 |     0.5307    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 0.9313 |  0.6234  |   0.5281  | 0.6234 |  0.5535  | 0.4572 |     0.4336    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.7689 |  0.7127  |   0.7129  | 0.7127 |  0.6618  | 0.5699 |     0.5513    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 0.9533 |  0.6104  |   0.5533  | 0.6104 |  0.5595  | 0.4364 |     0.4231    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.7531 |  0.7143  |   0.6878  | 0.7143 |  0.6893  | 0.5748 |     0.5691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.0535 |  0.6299  |   0.5247  | 0.6299 |  0.5544  | 0.4722 |     0.4433    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.7509 |  0.7305  |   0.7116  | 0.7305 |  0.6941  | 0.5973 |     0.5857    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.0781 |  0.5909  |   0.5611  | 0.5909 |  0.5528  | 0.4093 |     0.3977    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.46batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.7687 |  0.7159  |   0.6883  | 0.7159 |  0.6831  | 0.5735 |     0.5637    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 0.9904 |  0.6299  |   0.6088  | 0.6299 |  0.6017  | 0.4670 |     0.4582    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.7523 |  0.7192  |   0.7006  | 0.7192 |  0.6964  | 0.5795 |     0.5716    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 0.9424 |  0.6039  |   0.5837  | 0.6039 |  0.5676  | 0.4363 |     0.4172    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.6341 |  0.7646  |   0.7504  | 0.7646 |  0.7294  | 0.6515 |     0.6369    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.0865 |  0.6234  |   0.6206  | 0.6234 |  0.6157  | 0.4629 |     0.4591    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.6554 |  0.7500  |   0.7384  | 0.7500 |  0.7289  | 0.6280 |     0.6212    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 0.9931 |  0.6364  |   0.6287  | 0.6364 |  0.6156  | 0.4823 |     0.4742    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.5671 |  0.8117  |   0.8043  | 0.8117 |  0.7995  | 0.7211 |     0.7164    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.2331 |  0.5649  |   0.5305  | 0.5649 |  0.5411  | 0.3738 |     0.3700    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.5880 |  0.7841  |   0.7711  | 0.7841 |  0.7747  | 0.6799 |     0.6781    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.0837 |  0.6234  |   0.6108  | 0.6234 |  0.5978  | 0.4595 |     0.4502    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.5346 |  0.8101  |   0.8055  | 0.8101 |  0.8046  | 0.7190 |     0.7172    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.0962 |  0.6234  |   0.6257  | 0.6234 |  0.6184  | 0.4702 |     0.4670    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.5170 |  0.8117  |   0.8010  | 0.8117 |  0.8021  | 0.7214 |     0.7190    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.1244 |  0.6169  |   0.6017  | 0.6169 |  0.6027  | 0.4558 |     0.4528    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.4924 |  0.8084  |   0.8007  | 0.8084 |  0.7982  | 0.7160 |     0.7124    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.2081 |  0.6039  |   0.6347  | 0.6039 |  0.6087  | 0.4523 |     0.4469    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.4644 |  0.8214  |   0.8187  | 0.8214 |  0.8191  | 0.7371 |     0.7366    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.2457 |  0.6104  |   0.5961  | 0.6104 |  0.5982  | 0.4450 |     0.4423    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.4986 |  0.8198  |   0.8133  | 0.8198 |  0.8127  | 0.7333 |     0.7311    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 1.3148 |  0.5519  |   0.5571  | 0.5519 |  0.5462  | 0.3632 |     0.3601    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.4419 |  0.8442  |   0.8421  | 0.8442 |  0.8426  | 0.7711 |     0.7709    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.8603 |  0.5779  |   0.5592  | 0.5779 |  0.5519  | 0.4014 |     0.3916    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.4296 |  0.8360  |   0.8316  | 0.8360 |  0.8305  | 0.7577 |     0.7557    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.2059 |  0.6039  |   0.5973  | 0.6039 |  0.5981  | 0.4381 |     0.4369    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.4162 |  0.8636  |   0.8635  | 0.8636 |  0.8611  | 0.7992 |     0.7979    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.3594 |  0.6234  |   0.6042  | 0.6234 |  0.6053  | 0.4633 |     0.4582    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.46batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.3585 |  0.8782  |   0.8771  | 0.8782 |  0.8757  | 0.8208 |     0.8196    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 1.4959 |  0.5584  |   0.5567  | 0.5584 |  0.5426  | 0.3739 |     0.3698    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.3694 |  0.8701  |   0.8672  | 0.8701 |  0.8677  | 0.8088 |     0.8083    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 1.4222 |  0.6039  |   0.5953  | 0.6039 |  0.5765  | 0.4319 |     0.4222    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.3128 |  0.8880  |   0.8861  | 0.8880 |  0.8845  | 0.8350 |     0.8337    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 1.7055 |  0.5974  |   0.5851  | 0.5974 |  0.5784  | 0.4284 |     0.4222    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.3379 |  0.8994  |   0.8998  | 0.8994 |  0.8989  | 0.8528 |     0.8523    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 21.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 1.9377 |  0.5584  |   0.5438  | 0.5584 |  0.5460  | 0.3685 |     0.3657    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.39batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.3664 |  0.8864  |   0.8845  | 0.8864 |  0.8847  | 0.8329 |     0.8325    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 1.7091 |  0.5909  |   0.5819  | 0.5909 |  0.5770  | 0.4162 |     0.4105    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.3351 |  0.8864  |   0.8869  | 0.8864 |  0.8858  | 0.8335 |     0.8331    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 1.7196 |  0.6039  |   0.6018  | 0.6039 |  0.5993  | 0.4373 |     0.4359    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.2883 |  0.9026  |   0.9010  | 0.9026 |  0.9010  | 0.8570 |     0.8565    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.1047 |  0.5649  |   0.6226  | 0.5649 |  0.5580  | 0.3979 |     0.3776    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.3309 |  0.8896  |   0.8903  | 0.8896 |  0.8898  | 0.8387 |     0.8386    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 1.7431 |  0.6169  |   0.6204  | 0.6169 |  0.5967  | 0.4514 |     0.4389    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.3079 |  0.8896  |   0.8916  | 0.8896 |  0.8877  | 0.8379 |     0.8363    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 1.7102 |  0.5974  |   0.6155  | 0.5974 |  0.6006  | 0.4371 |     0.4349    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.2813 |  0.9042  |   0.9033  | 0.9042 |  0.9036  | 0.8596 |     0.8595    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.0492 |  0.5844  |   0.5800  | 0.5844 |  0.5809  | 0.4112 |     0.4103    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9313454881310463
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3647 |  0.3685  |   0.3312  | 0.3685 |  0.2900  | 0.0225 |     0.0173    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3287 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   2   | Train | 1.2591 |  0.3653  |   0.2763  | 0.3653 |  0.3118  | -0.0185 |    -0.0171    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3204 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   3   | Train | 1.2451 |  0.3831  |   0.2710  | 0.3831 |  0.2196  | -0.0267 |    -0.0050    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2680 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.2046 |  0.3880  |   0.2248  | 0.3880 |  0.2232  | 0.0129 |     0.0031    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.2114 |  0.4091  |   0.2842  | 0.4091 |  0.2884  | 0.1311 |     0.0848    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1486 |  0.5276  |   0.4019  | 0.5276 |  0.4420  | 0.2702 |     0.2372    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1914 |  0.5130  |   0.3545  | 0.5130 |  0.4116  | 0.2857 |     0.2504    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0818 |  0.5763  |   0.4365  | 0.5763 |  0.4966  | 0.3401 |     0.3195    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.2273 |  0.5779  |   0.4068  | 0.5779 |  0.4717  | 0.3946 |     0.3508    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0545 |  0.6055  |   0.4560  | 0.6055 |  0.5199  | 0.3899 |     0.3657    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.75batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0536 |  0.5909  |   0.4144  | 0.5909 |  0.4866  | 0.4091 |     0.3735    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9656 |  0.6299  |   0.5844  | 0.6299 |  0.5446  | 0.4315 |     0.4059    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 0.9817 |  0.5844  |   0.4135  | 0.5844 |  0.4843  | 0.3960 |     0.3665    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9435 |  0.6558  |   0.5008  | 0.6558 |  0.5661  | 0.4793 |     0.4479    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 0.9910 |  0.5909  |   0.4128  | 0.5909 |  0.4859  | 0.4084 |     0.3733    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9436 |  0.6542  |   0.5365  | 0.6542 |  0.5707  | 0.4748 |     0.4474    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 0.9847 |  0.5779  |   0.4711  | 0.5779 |  0.5103  | 0.3861 |     0.3680    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9292 |  0.6494  |   0.5295  | 0.6494 |  0.5694  | 0.4675 |     0.4413    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9044 |  0.6299  |   0.5139  | 0.6299 |  0.5485  | 0.4722 |     0.4422    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8507 |  0.6932  |   0.5952  | 0.6932 |  0.6362  | 0.5415 |     0.5236    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9898 |  0.6364  |   0.5268  | 0.6364 |  0.5590  | 0.4811 |     0.4529    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8488 |  0.6867  |   0.5882  | 0.6867 |  0.6278  | 0.5311 |     0.5123    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.1845 |  0.6299  |   0.5174  | 0.6299 |  0.5625  | 0.4694 |     0.4503    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.7663 |  0.7224  |   0.6293  | 0.7224 |  0.6671  | 0.5885 |     0.5701    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9799 |  0.6494  |   0.6188  | 0.6494 |  0.5870  | 0.4970 |     0.4757    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7881 |  0.7062  |   0.6695  | 0.7062 |  0.6752  | 0.5612 |     0.5520    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9350 |  0.6429  |   0.6105  | 0.6429 |  0.5661  | 0.5236 |     0.4595    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.8202 |  0.7029  |   0.6806  | 0.7029 |  0.6647  | 0.5596 |     0.5421    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 0.9011 |  0.6429  |   0.5346  | 0.6429 |  0.5667  | 0.4905 |     0.4636    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.6949 |  0.7435  |   0.7238  | 0.7435 |  0.7131  | 0.6188 |     0.6087    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9375 |  0.6623  |   0.6375  | 0.6623 |  0.6163  | 0.5166 |     0.5013    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6683 |  0.7581  |   0.7469  | 0.7581 |  0.7410  | 0.6416 |     0.6340    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.2026 |  0.5779  |   0.5844  | 0.5779 |  0.5551  | 0.4124 |     0.4003    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.6654 |  0.7484  |   0.7385  | 0.7484 |  0.7396  | 0.6269 |     0.6245    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 0.9745 |  0.6688  |   0.6599  | 0.6688 |  0.6275  | 0.5288 |     0.5102    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.5627 |  0.8019  |   0.7999  | 0.8019 |  0.7869  | 0.7064 |     0.6992    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.0142 |  0.6623  |   0.6537  | 0.6623 |  0.6343  | 0.5195 |     0.5045    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.5391 |  0.8052  |   0.8036  | 0.8052 |  0.8000  | 0.7126 |     0.7098    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 0.9699 |  0.6299  |   0.6098  | 0.6299 |  0.6128  | 0.4761 |     0.4727    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.5484 |  0.7938  |   0.7898  | 0.7938 |  0.7864  | 0.6949 |     0.6915    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 0.9714 |  0.6299  |   0.5891  | 0.6299 |  0.5900  | 0.4665 |     0.4567    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.4571 |  0.8312  |   0.8309  | 0.8312 |  0.8191  | 0.7510 |     0.7447    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.0829 |  0.6104  |   0.5994  | 0.6104 |  0.5966  | 0.4464 |     0.4431    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.4161 |  0.8409  |   0.8402  | 0.8409 |  0.8390  | 0.7659 |     0.7652    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.0321 |  0.6494  |   0.6491  | 0.6494 |  0.6230  | 0.5002 |     0.4925    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3390 |  0.8782  |   0.8794  | 0.8782 |  0.8764  | 0.8217 |     0.8199    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.3422 |  0.6818  |   0.6727  | 0.6818 |  0.6437  | 0.5449 |     0.5304    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3278 |  0.8750  |   0.8717  | 0.8750 |  0.8713  | 0.8159 |     0.8147    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.6583 |  0.6104  |   0.5720  | 0.6104 |  0.5667  | 0.4397 |     0.4249    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2944 |  0.8961  |   0.8966  | 0.8961 |  0.8941  | 0.8476 |     0.8466    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.4514 |  0.6299  |   0.5934  | 0.6299 |  0.5949  | 0.4661 |     0.4568    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.3097 |  0.8831  |   0.8818  | 0.8831 |  0.8804  | 0.8280 |     0.8268    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.2255 |  0.6494  |   0.6542  | 0.6494 |  0.6161  | 0.5041 |     0.4821    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.2711 |  0.8912  |   0.8913  | 0.8912 |  0.8900  | 0.8406 |     0.8401    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.0223 |  0.5584  |   0.6386  | 0.5584 |  0.5397  | 0.3999 |     0.3565    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.4339 |  0.8701  |   0.8698  | 0.8701 |  0.8691  | 0.8095 |     0.8090    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.2787 |  0.6104  |   0.6137  | 0.6104 |  0.5661  | 0.4411 |     0.4242    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.3399 |  0.8896  |   0.8903  | 0.8896 |  0.8863  | 0.8378 |     0.8365    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.3642 |  0.6234  |   0.6090  | 0.6234 |  0.6045  | 0.4647 |     0.4600    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.2815 |  0.9026  |   0.9025  | 0.9026 |  0.9000  | 0.8571 |     0.8555    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.7477 |  0.6039  |   0.6314  | 0.6039 |  0.5979  | 0.4483 |     0.4422    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.3047 |  0.9058  |   0.9053  | 0.9058 |  0.9042  | 0.8624 |     0.8618    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.4887 |  0.6364  |   0.6113  | 0.6364 |  0.6093  | 0.4780 |     0.4707    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.2262 |  0.9140  |   0.9129  | 0.9140 |  0.9128  | 0.8737 |     0.8734    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.5926 |  0.6364  |   0.6296  | 0.6364 |  0.6231  | 0.4855 |     0.4792    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1534 |  0.9367  |   0.9374  | 0.9367 |  0.9362  | 0.9075 |     0.9071    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.0264 |  0.6104  |   0.5838  | 0.6104 |  0.5872  | 0.4390 |     0.4336    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1246 |  0.9432  |   0.9425  | 0.9432 |  0.9424  | 0.9167 |     0.9165    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.1566 |  0.6169  |   0.6013  | 0.6169 |  0.5998  | 0.4530 |     0.4487    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1115 |  0.9610  |   0.9611  | 0.9610 |  0.9606  | 0.9431 |     0.9427    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.2931 |  0.5909  |   0.5821  | 0.5909 |  0.5811  | 0.4202 |     0.4177    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.1418 |  0.9416  |   0.9410  | 0.9416 |  0.9408  | 0.9144 |     0.9142    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.9808 |  0.6169  |   0.6255  | 0.6169 |  0.6103  | 0.4573 |     0.4494    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1465 |  0.9481  |   0.9488  | 0.9481 |  0.9483  | 0.9243 |     0.9242    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.3573 |  0.6234  |   0.5878  | 0.6234 |  0.5877  | 0.4593 |     0.4482    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1510 |  0.9545  |   0.9548  | 0.9545 |  0.9545  | 0.9336 |     0.9336    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.7617 |  0.6688  |   0.6566  | 0.6688 |  0.6539  | 0.5277 |     0.5226    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1075 |  0.9659  |   0.9659  | 0.9659 |  0.9658  | 0.9502 |     0.9501    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.2240 |  0.6364  |   0.5939  | 0.6364 |  0.6023  | 0.4769 |     0.4687    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1088 |  0.9675  |   0.9678  | 0.9675 |  0.9675  | 0.9526 |     0.9525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.1754 |  0.6299  |   0.6044  | 0.6299 |  0.6108  | 0.4695 |     0.4659    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1122 |  0.9578  |   0.9578  | 0.9578 |  0.9575  | 0.9382 |     0.9380    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.2252 |  0.6558  |   0.6397  | 0.6558 |  0.6349  | 0.5085 |     0.5020    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1054 |  0.9659  |   0.9667  | 0.9659 |  0.9661  | 0.9504 |     0.9503    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.4026 |  0.6364  |   0.6099  | 0.6364 |  0.6160  | 0.4798 |     0.4762    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1381 |  0.9529  |   0.9536  | 0.9529 |  0.9528  | 0.9313 |     0.9310    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.3343 |  0.5974  |   0.5810  | 0.5974 |  0.5840  | 0.4335 |     0.4302    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.3540 |  0.8994  |   0.8992  | 0.8994 |  0.8988  | 0.8526 |     0.8523    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 1.9557 |  0.5779  |   0.5512  | 0.5779 |  0.5499  | 0.4003 |     0.3940    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.3182 |  0.8847  |   0.8871  | 0.8847 |  0.8845  | 0.8320 |     0.8315    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.0869 |  0.6104  |   0.6104  | 0.6104 |  0.5990  | 0.4454 |     0.4413    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1736 |  0.9448  |   0.9454  | 0.9448 |  0.9445  | 0.9191 |     0.9188    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.1997 |  0.6558  |   0.6414  | 0.6558 |  0.6347  | 0.5099 |     0.5013    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1744 |  0.9497  |   0.9495  | 0.9497 |  0.9493  | 0.9263 |     0.9262    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 1.9943 |  0.6364  |   0.6041  | 0.6364 |  0.6082  | 0.4774 |     0.4708    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.1935 |  0.9334  |   0.9350  | 0.9334 |  0.9340  | 0.9034 |     0.9032    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 1.7107 |  0.6688  |   0.6542  | 0.6688 |  0.6484  | 0.5250 |     0.5183    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9011088773608208
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3206 |  0.3912  |   0.2974  | 0.3912 |  0.3210  | 0.0329 |     0.0280    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2670 |  0.3896  |   0.2908  | 0.3896 |  0.2520  | 0.1102 |     0.0526    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2324 |  0.4984  |   0.3772  | 0.4984 |  0.4286  | 0.2082 |     0.1950    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.1851 |  0.5390  |   0.3734  | 0.5390 |  0.4401  | 0.3217 |     0.2922    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1340 |  0.5942  |   0.4485  | 0.5942 |  0.5111  | 0.3701 |     0.3477    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.0573 |  0.5844  |   0.4117  | 0.5844 |  0.4810  | 0.4011 |     0.3642    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1105 |  0.5828  |   0.4400  | 0.5828 |  0.5011  | 0.3508 |     0.3292    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.0626 |  0.5714  |   0.4038  | 0.5714 |  0.4708  | 0.3800 |     0.3444    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0608 |  0.5942  |   0.4486  | 0.5942 |  0.5105  | 0.3708 |     0.3472    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0476 |  0.5909  |   0.4183  | 0.5909 |  0.4873  | 0.4129 |     0.3742    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0297 |  0.6380  |   0.4819  | 0.6380 |  0.5490  | 0.4453 |     0.4185    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0373 |  0.6169  |   0.4472  | 0.6169 |  0.5115  | 0.4652 |     0.4148    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 0.9684 |  0.6542  |   0.4939  | 0.6542 |  0.5629  | 0.4729 |     0.4445    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 0.9970 |  0.6104  |   0.4366  | 0.6104 |  0.5049  | 0.4488 |     0.4044    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0104 |  0.6347  |   0.4811  | 0.6347 |  0.5469  | 0.4406 |     0.4136    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0032 |  0.5974  |   0.4193  | 0.5974 |  0.4917  | 0.4210 |     0.3837    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9718 |  0.6607  |   0.5020  | 0.6607 |  0.5693  | 0.4864 |     0.4556    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0253 |  0.5974  |   0.4155  | 0.5974 |  0.4901  | 0.4189 |     0.3830    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9391 |  0.6510  |   0.4913  | 0.6510 |  0.5600  | 0.4673 |     0.4391    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0566 |  0.5649  |   0.3951  | 0.5649 |  0.4594  | 0.3721 |     0.3309    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9292 |  0.6640  |   0.5015  | 0.6640 |  0.5714  | 0.4896 |     0.4602    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9449 |  0.6039  |   0.4308  | 0.6039 |  0.4993  | 0.4367 |     0.3943    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9260 |  0.6477  |   0.6332  | 0.6477 |  0.5623  | 0.4668 |     0.4354    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0065 |  0.5844  |   0.4055  | 0.5844 |  0.4787  | 0.3970 |     0.3627    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9000 |  0.6623  |   0.6384  | 0.6623 |  0.5764  | 0.4862 |     0.4595    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9605 |  0.6234  |   0.4439  | 0.6234 |  0.5149  | 0.4697 |     0.4241    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8352 |  0.6705  |   0.5981  | 0.6705 |  0.5892  | 0.5028 |     0.4751    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9654 |  0.5844  |   0.4849  | 0.5844 |  0.5121  | 0.3991 |     0.3775    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.8243 |  0.7045  |   0.6940  | 0.7045 |  0.6626  | 0.5541 |     0.5398    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9832 |  0.6104  |   0.5572  | 0.6104 |  0.5464  | 0.4378 |     0.4171    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.7194 |  0.7321  |   0.7120  | 0.7321 |  0.7004  | 0.5989 |     0.5883    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0161 |  0.6169  |   0.5879  | 0.6169 |  0.5606  | 0.4461 |     0.4274    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.7143 |  0.7159  |   0.6842  | 0.7159 |  0.6898  | 0.5737 |     0.5674    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.1171 |  0.5974  |   0.5003  | 0.5974 |  0.5362  | 0.4237 |     0.4031    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6875 |  0.7419  |   0.7223  | 0.7419 |  0.7210  | 0.6140 |     0.6078    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 0.9372 |  0.6234  |   0.5370  | 0.6234 |  0.5741  | 0.4576 |     0.4483    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.6791 |  0.7419  |   0.7141  | 0.7419 |  0.7150  | 0.6140 |     0.6061    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.0902 |  0.5714  |   0.4874  | 0.5714 |  0.5260  | 0.3868 |     0.3783    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.6083 |  0.7646  |   0.7522  | 0.7646 |  0.7502  | 0.6489 |     0.6446    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.2268 |  0.6039  |   0.5785  | 0.6039 |  0.5713  | 0.4313 |     0.4197    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.5516 |  0.8019  |   0.7949  | 0.8019 |  0.7936  | 0.7065 |     0.7041    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.8236 |  0.5584  |   0.5578  | 0.5584 |  0.5054  | 0.3710 |     0.3391    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.6322 |  0.7549  |   0.7496  | 0.7549 |  0.7450  | 0.6355 |     0.6313    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.0280 |  0.5844  |   0.6147  | 0.5844 |  0.5883  | 0.4212 |     0.4145    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.6415 |  0.7565  |   0.7463  | 0.7565 |  0.7449  | 0.6374 |     0.6339    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.3308 |  0.5130  |   0.4586  | 0.5130 |  0.4675  | 0.2939 |     0.2795    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.5263 |  0.7987  |   0.7946  | 0.7987 |  0.7959  | 0.7037 |     0.7033    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.1147 |  0.6299  |   0.6029  | 0.6299 |  0.6049  | 0.4701 |     0.4627    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3854 |  0.8312  |   0.8286  | 0.8312 |  0.8260  | 0.7503 |     0.7486    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.4178 |  0.5844  |   0.5628  | 0.5844 |  0.5688  | 0.4057 |     0.4029    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3427 |  0.8766  |   0.8749  | 0.8766 |  0.8746  | 0.8184 |     0.8178    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 2.0040 |  0.6169  |   0.5796  | 0.6169 |  0.5858  | 0.4535 |     0.4447    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.4173 |  0.8653  |   0.8630  | 0.8653 |  0.8632  | 0.8020 |     0.8016    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.4180 |  0.5974  |   0.6034  | 0.5974 |  0.5956  | 0.4337 |     0.4304    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.3527 |  0.8734  |   0.8711  | 0.8734 |  0.8714  | 0.8142 |     0.8137    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.7130 |  0.6169  |   0.5963  | 0.6169 |  0.6014  | 0.4513 |     0.4483    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.3321 |  0.8847  |   0.8867  | 0.8847 |  0.8850  | 0.8319 |     0.8316    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.7612 |  0.5779  |   0.5619  | 0.5779 |  0.5685  | 0.4003 |     0.3996    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.3794 |  0.8669  |   0.8656  | 0.8669 |  0.8658  | 0.8050 |     0.8047    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.8012 |  0.6039  |   0.5894  | 0.6039 |  0.5854  | 0.4363 |     0.4292    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.3234 |  0.8734  |   0.8713  | 0.8734 |  0.8693  | 0.8132 |     0.8118    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.1068 |  0.6039  |   0.5990  | 0.6039 |  0.5862  | 0.4415 |     0.4355    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.2587 |  0.9123  |   0.9137  | 0.9123 |  0.9127  | 0.8722 |     0.8721    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.0208 |  0.6364  |   0.6235  | 0.6364 |  0.6190  | 0.4778 |     0.4724    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.2207 |  0.9156  |   0.9138  | 0.9156 |  0.9143  | 0.8761 |     0.8759    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.0570 |  0.6234  |   0.6205  | 0.6234 |  0.6118  | 0.4668 |     0.4633    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1547 |  0.9399  |   0.9412  | 0.9399 |  0.9399  | 0.9122 |     0.9119    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.2111 |  0.6494  |   0.6243  | 0.6494 |  0.6267  | 0.4971 |     0.4917    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1241 |  0.9497  |   0.9500  | 0.9497 |  0.9493  | 0.9263 |     0.9260    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.6773 |  0.6104  |   0.6172  | 0.6104 |  0.6124  | 0.4525 |     0.4519    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.0866 |  0.9643  |   0.9645  | 0.9643 |  0.9642  | 0.9478 |     0.9477    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 3.5389 |  0.5844  |   0.5676  | 0.5844 |  0.5727  | 0.4072 |     0.4056    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.2178 |  0.9399  |   0.9401  | 0.9399 |  0.9398  | 0.9122 |     0.9121    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 3.5415 |  0.6234  |   0.5915  | 0.6234 |  0.5908  | 0.4570 |     0.4485    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.2683 |  0.9140  |   0.9144  | 0.9140 |  0.9140  | 0.8744 |     0.8743    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.9109 |  0.6169  |   0.5941  | 0.6169 |  0.6021  | 0.4538 |     0.4519    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.2847 |  0.9123  |   0.9112  | 0.9123 |  0.9110  | 0.8715 |     0.8710    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.9597 |  0.6558  |   0.6609  | 0.6558 |  0.6413  | 0.5115 |     0.5058    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.2336 |  0.9221  |   0.9241  | 0.9221 |  0.9218  | 0.8862 |     0.8857    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.8484 |  0.6364  |   0.6085  | 0.6364 |  0.5989  | 0.4789 |     0.4652    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.2274 |  0.9253  |   0.9243  | 0.9253 |  0.9244  | 0.8904 |     0.8902    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 1.9698 |  0.6558  |   0.6262  | 0.6558 |  0.6280  | 0.5058 |     0.4983    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1758 |  0.9448  |   0.9447  | 0.9448 |  0.9447  | 0.9193 |     0.9193    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.3076 |  0.6169  |   0.6200  | 0.6169 |  0.6071  | 0.4588 |     0.4524    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1525 |  0.9481  |   0.9488  | 0.9481 |  0.9481  | 0.9242 |     0.9241    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.1199 |  0.6429  |   0.6136  | 0.6429 |  0.6228  | 0.4891 |     0.4856    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1480 |  0.9399  |   0.9398  | 0.9399 |  0.9393  | 0.9119 |     0.9116    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.2357 |  0.6104  |   0.5813  | 0.6104 |  0.5919  | 0.4429 |     0.4404    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1528 |  0.9464  |   0.9459  | 0.9464 |  0.9460  | 0.9215 |     0.9214    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.2929 |  0.6299  |   0.6006  | 0.6299 |  0.6091  | 0.4693 |     0.4654    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.1365 |  0.9643  |   0.9642  | 0.9643 |  0.9642  | 0.9478 |     0.9478    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.7937 |  0.6169  |   0.5875  | 0.6169 |  0.5916  | 0.4486 |     0.4422    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.2378 |  0.9269  |   0.9275  | 0.9269 |  0.9271  | 0.8935 |     0.8934    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.0911 |  0.6234  |   0.6199  | 0.6234 |  0.6106  | 0.4640 |     0.4574    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1864 |  0.9383  |   0.9382  | 0.9383 |  0.9382  | 0.9097 |     0.9097    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 1.8766 |  0.6169  |   0.5696  | 0.6169 |  0.5769  | 0.4468 |     0.4377    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1511 |  0.9464  |   0.9467  | 0.9464 |  0.9460  | 0.9218 |     0.9214    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 1.9964 |  0.6429  |   0.6290  | 0.6429 |  0.6349  | 0.4942 |     0.4936    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.1241 |  0.9594  |   0.9593  | 0.9594 |  0.9593  | 0.9406 |     0.9405    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.5715 |  0.5844  |   0.5896  | 0.5844 |  0.5837  | 0.4139 |     0.4125    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9371753424406052
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3478 |  0.3799  |   0.2944  | 0.3799 |  0.2974  | 0.0161 |     0.0122    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2945 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.1883 |  0.5049  |   0.3847  | 0.5049 |  0.4340  | 0.2218 |     0.2062    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2183 |  0.5195  |   0.3783  | 0.5195 |  0.4278  | 0.3044 |     0.2667    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1111 |  0.5747  |   0.4350  | 0.5747 |  0.4943  | 0.3375 |     0.3158    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.0862 |  0.5714  |   0.3975  | 0.5714 |  0.4688  | 0.3755 |     0.3433    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.0489 |  0.5844  |   0.4427  | 0.5844 |  0.5029  | 0.3542 |     0.3314    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.0522 |  0.5649  |   0.3933  | 0.5649 |  0.4635  | 0.3649 |     0.3335    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0681 |  0.5877  |   0.4439  | 0.5877 |  0.5055  | 0.3592 |     0.3370    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0744 |  0.5584  |   0.3912  | 0.5584 |  0.4591  | 0.3556 |     0.3240    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0521 |  0.6023  |   0.4550  | 0.6023 |  0.5182  | 0.3846 |     0.3613    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0981 |  0.5714  |   0.4025  | 0.5714 |  0.4703  | 0.3793 |     0.3443    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0257 |  0.6185  |   0.4672  | 0.6185 |  0.5320  | 0.4120 |     0.3866    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0454 |  0.5714  |   0.4054  | 0.5714 |  0.4709  | 0.3818 |     0.3447    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9946 |  0.6088  |   0.5167  | 0.6088 |  0.5346  | 0.3958 |     0.3754    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0203 |  0.5909  |   0.4883  | 0.5909 |  0.5039  | 0.4073 |     0.3783    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9824 |  0.6218  |   0.5257  | 0.6218 |  0.5575  | 0.4185 |     0.4020    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0590 |  0.5844  |   0.5042  | 0.5844 |  0.5254  | 0.4121 |     0.3825    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9938 |  0.6234  |   0.5383  | 0.6234 |  0.5634  | 0.4243 |     0.4066    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.1093 |  0.5195  |   0.4291  | 0.5195 |  0.4533  | 0.3022 |     0.2775    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 1.0108 |  0.6136  |   0.5196  | 0.6136 |  0.5534  | 0.4070 |     0.3920    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.2357 |  0.5260  |   0.4741  | 0.5260 |  0.4591  | 0.3440 |     0.2924    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 1.0177 |  0.6218  |   0.5346  | 0.6218 |  0.5678  | 0.4205 |     0.4077    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0879 |  0.5649  |   0.4655  | 0.5649 |  0.5022  | 0.3710 |     0.3523    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9379 |  0.6331  |   0.6502  | 0.6331 |  0.5757  | 0.4379 |     0.4229    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9979 |  0.5909  |   0.4115  | 0.5909 |  0.4850  | 0.4082 |     0.3731    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8711 |  0.6477  |   0.5643  | 0.6477 |  0.5764  | 0.4613 |     0.4416    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.1237 |  0.5325  |   0.4789  | 0.5325 |  0.4902  | 0.3431 |     0.3247    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.8183 |  0.6867  |   0.6911  | 0.6867 |  0.6479  | 0.5261 |     0.5142    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.0656 |  0.5844  |   0.4828  | 0.5844 |  0.4898  | 0.3964 |     0.3660    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.7684 |  0.7045  |   0.7101  | 0.7045 |  0.6657  | 0.5542 |     0.5423    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0274 |  0.5844  |   0.4955  | 0.5844 |  0.5222  | 0.4009 |     0.3813    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.6900 |  0.7338  |   0.7286  | 0.7338 |  0.7122  | 0.6020 |     0.5951    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0241 |  0.6234  |   0.5912  | 0.6234 |  0.5832  | 0.4561 |     0.4443    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6080 |  0.7727  |   0.7675  | 0.7727 |  0.7567  | 0.6613 |     0.6546    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.1487 |  0.5779  |   0.5394  | 0.5779 |  0.5319  | 0.3894 |     0.3763    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.5141 |  0.7906  |   0.7839  | 0.7906 |  0.7817  | 0.6887 |     0.6858    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.3408 |  0.5844  |   0.5387  | 0.5844 |  0.5467  | 0.4044 |     0.3928    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.4357 |  0.8409  |   0.8379  | 0.8409 |  0.8363  | 0.7656 |     0.7636    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.6200 |  0.5779  |   0.5310  | 0.5779 |  0.5388  | 0.3933 |     0.3826    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.4548 |  0.8344  |   0.8310  | 0.8344 |  0.8313  | 0.7559 |     0.7550    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.7414 |  0.5455  |   0.4952  | 0.5455 |  0.5137  | 0.3452 |     0.3408    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.4277 |  0.8555  |   0.8544  | 0.8555 |  0.8532  | 0.7870 |     0.7862    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.7836 |  0.5649  |   0.5687  | 0.5649 |  0.5570  | 0.3842 |     0.3812    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.4339 |  0.8555  |   0.8542  | 0.8555 |  0.8545  | 0.7880 |     0.7879    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.6109 |  0.5779  |   0.5358  | 0.5779 |  0.5507  | 0.3934 |     0.3890    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.3473 |  0.8815  |   0.8819  | 0.8815 |  0.8785  | 0.8259 |     0.8244    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.9430 |  0.5714  |   0.5596  | 0.5714 |  0.5630  | 0.3923 |     0.3909    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.2470 |  0.9091  |   0.9092  | 0.9091 |  0.9083  | 0.8664 |     0.8659    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 2.5128 |  0.5844  |   0.5733  | 0.5844 |  0.5746  | 0.4155 |     0.4130    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2353 |  0.9318  |   0.9311  | 0.9318 |  0.9308  | 0.9000 |     0.8996    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 2.5610 |  0.5714  |   0.5554  | 0.5714 |  0.5619  | 0.3928 |     0.3920    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.1794 |  0.9448  |   0.9457  | 0.9448 |  0.9447  | 0.9199 |     0.9194    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 2.6652 |  0.5649  |   0.5653  | 0.5649 |  0.5631  | 0.3854 |     0.3841    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.1800 |  0.9464  |   0.9467  | 0.9464 |  0.9463  | 0.9216 |     0.9215    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 3.2442 |  0.5519  |   0.5361  | 0.5519 |  0.5379  | 0.3668 |     0.3637    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.1908 |  0.9351  |   0.9346  | 0.9351 |  0.9342  | 0.9048 |     0.9044    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.7590 |  0.6039  |   0.6090  | 0.6039 |  0.6048  | 0.4432 |     0.4422    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.3518 |  0.8994  |   0.8998  | 0.8994 |  0.8996  | 0.8530 |     0.8530    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.2668 |  0.5779  |   0.5914  | 0.5779 |  0.5814  | 0.4079 |     0.4059    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.2772 |  0.9140  |   0.9139  | 0.9140 |  0.9136  | 0.8738 |     0.8737    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.0862 |  0.5909  |   0.5773  | 0.5909 |  0.5826  | 0.4196 |     0.4187    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1570 |  0.9448  |   0.9451  | 0.9448 |  0.9449  | 0.9196 |     0.9195    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.7874 |  0.5974  |   0.5835  | 0.5974 |  0.5540  | 0.4195 |     0.4011    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.2358 |  0.9302  |   0.9301  | 0.9302 |  0.9301  | 0.8980 |     0.8979    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.5710 |  0.6169  |   0.6020  | 0.6169 |  0.6079  | 0.4551 |     0.4541    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1165 |  0.9627  |   0.9634  | 0.9627 |  0.9623  | 0.9454 |     0.9452    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.4242 |  0.6299  |   0.5946  | 0.6299 |  0.5989  | 0.4669 |     0.4595    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1003 |  0.9708  |   0.9708  | 0.9708 |  0.9707  | 0.9572 |     0.9572    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.8543 |  0.5844  |   0.5533  | 0.5844 |  0.5636  | 0.4049 |     0.4018    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.0852 |  0.9756  |   0.9762  | 0.9756 |  0.9757  | 0.9645 |     0.9644    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 3.1252 |  0.5974  |   0.5660  | 0.5974 |  0.5744  | 0.4237 |     0.4191    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.0853 |  0.9740  |   0.9743  | 0.9740 |  0.9740  | 0.9621 |     0.9620    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 3.1791 |  0.6039  |   0.5732  | 0.6039 |  0.5821  | 0.4316 |     0.4278    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0896 |  0.9692  |   0.9693  | 0.9692 |  0.9691  | 0.9549 |     0.9549    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 3.2740 |  0.5909  |   0.5799  | 0.5909 |  0.5842  | 0.4190 |     0.4182    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0609 |  0.9724  |   0.9727  | 0.9724 |  0.9724  | 0.9598 |     0.9597    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 3.5718 |  0.5714  |   0.5252  | 0.5714 |  0.5368  | 0.3819 |     0.3751    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0630 |  0.9789  |   0.9790  | 0.9789 |  0.9788  | 0.9691 |     0.9690    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 3.1365 |  0.6234  |   0.6227  | 0.6234 |  0.6114  | 0.4654 |     0.4617    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0483 |  0.9805  |   0.9807  | 0.9805 |  0.9806  | 0.9716 |     0.9716    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 3.7462 |  0.6039  |   0.5703  | 0.6039 |  0.5703  | 0.4273 |     0.4186    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0573 |  0.9805  |   0.9807  | 0.9805 |  0.9805  | 0.9715 |     0.9714    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 4.3284 |  0.6039  |   0.5742  | 0.6039 |  0.5829  | 0.4315 |     0.4280    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0350 |  0.9854  |   0.9854  | 0.9854 |  0.9854  | 0.9787 |     0.9787    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 4.7136 |  0.5974  |   0.5704  | 0.5974 |  0.5787  | 0.4245 |     0.4218    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0729 |  0.9708  |   0.9708  | 0.9708 |  0.9708  | 0.9574 |     0.9573    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 4.0384 |  0.6169  |   0.6020  | 0.6169 |  0.6067  | 0.4536 |     0.4521    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0767 |  0.9838  |   0.9838  | 0.9838 |  0.9837  | 0.9763 |     0.9762    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.90batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.7763 |  0.5974  |   0.5825  | 0.5974 |  0.5882  | 0.4270 |     0.4261    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0353 |  0.9886  |   0.9888  | 0.9886 |  0.9886  | 0.9835 |     0.9834    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 4.5160 |  0.6039  |   0.5869  | 0.6039 |  0.5804  | 0.4297 |     0.4239    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0606 |  0.9854  |   0.9855  | 0.9854 |  0.9854  | 0.9787 |     0.9786    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 4.6812 |  0.6039  |   0.5911  | 0.6039 |  0.5924  | 0.4362 |     0.4342    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0838 |  0.9627  |   0.9627  | 0.9627 |  0.9627  | 0.9455 |     0.9455    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 4.1418 |  0.5844  |   0.5727  | 0.5844 |  0.5766  | 0.4124 |     0.4114    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0792 |  0.9659  |   0.9669  | 0.9659 |  0.9661  | 0.9506 |     0.9504    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 3.8479 |  0.6169  |   0.6015  | 0.6169 |  0.5989  | 0.4502 |     0.4459    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0977 |  0.9724  |   0.9724  | 0.9724 |  0.9723  | 0.9597 |     0.9596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 4.4161 |  0.5844  |   0.5817  | 0.5844 |  0.5780  | 0.4194 |     0.4166    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9978683859109878
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 2.6120 |  0.3312  |   0.2830  | 0.3312 |  0.2705  | -0.0246 |    -0.0204    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3808 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.3508 |  0.3685  |   0.1358  | 0.3685 |  0.1985  | 0.0000 |     0.0000    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3094 |  0.5130  |   0.3782  | 0.5130 |  0.4273  | 0.2906 |     0.2565    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1972 |  0.5438  |   0.4109  | 0.5438 |  0.4680  | 0.2844 |     0.2673    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1949 |  0.5455  |   0.3815  | 0.5455 |  0.4486  | 0.3325 |     0.3038    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1098 |  0.5828  |   0.4397  | 0.5828 |  0.5012  | 0.3507 |     0.3295    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.0519 |  0.5779  |   0.4033  | 0.5779 |  0.4748  | 0.3869 |     0.3535    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0660 |  0.6055  |   0.4572  | 0.6055 |  0.5203  | 0.3902 |     0.3655    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0620 |  0.5779  |   0.4078  | 0.5779 |  0.4772  | 0.3883 |     0.3539    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0170 |  0.6250  |   0.4769  | 0.6250 |  0.5392  | 0.4265 |     0.3985    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0024 |  0.5909  |   0.4141  | 0.5909 |  0.4862  | 0.4096 |     0.3736    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0301 |  0.6266  |   0.4755  | 0.6266 |  0.5398  | 0.4276 |     0.4008    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0683 |  0.5844  |   0.4515  | 0.5844 |  0.4922  | 0.4279 |     0.3664    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0541 |  0.6185  |   0.4710  | 0.6185 |  0.5333  | 0.4147 |     0.3879    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 0.9985 |  0.5974  |   0.4254  | 0.5974 |  0.4934  | 0.4257 |     0.3844    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0214 |  0.6250  |   0.4715  | 0.6250 |  0.5374  | 0.4230 |     0.3971    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 0.9807 |  0.5974  |   0.4180  | 0.5974 |  0.4913  | 0.4200 |     0.3834    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9774 |  0.6429  |   0.4875  | 0.6429 |  0.5540  | 0.4546 |     0.4267    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0165 |  0.5844  |   0.4047  | 0.5844 |  0.4781  | 0.3971 |     0.3626    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9488 |  0.6429  |   0.4870  | 0.6429 |  0.5538  | 0.4542 |     0.4265    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9695 |  0.5844  |   0.4067  | 0.5844 |  0.4796  | 0.3971 |     0.3631    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9239 |  0.6672  |   0.5061  | 0.6672 |  0.5751  | 0.4962 |     0.4657    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.5449 |  0.4935  |   0.4286  | 0.4935 |  0.4075  | 0.3136 |     0.2306    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 1.0008 |  0.6266  |   0.5342  | 0.6266 |  0.5440  | 0.4298 |     0.4020    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0419 |  0.5909  |   0.4100  | 0.5909 |  0.4835  | 0.4087 |     0.3722    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 1.0591 |  0.5860  |   0.4431  | 0.5860 |  0.5034  | 0.3574 |     0.3339    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0612 |  0.5909  |   0.4101  | 0.5909 |  0.4841  | 0.4079 |     0.3726    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.9704 |  0.6429  |   0.4852  | 0.6429 |  0.5530  | 0.4534 |     0.4261    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9525 |  0.5844  |   0.4177  | 0.5844 |  0.4838  | 0.4038 |     0.3645    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.9489 |  0.6510  |   0.5301  | 0.6510 |  0.5664  | 0.4674 |     0.4416    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 0.9877 |  0.5844  |   0.4330  | 0.5844 |  0.4873  | 0.4158 |     0.3656    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.9346 |  0.6461  |   0.4918  | 0.6461 |  0.5572  | 0.4615 |     0.4321    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9679 |  0.5844  |   0.4071  | 0.5844 |  0.4798  | 0.3973 |     0.3632    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.8710 |  0.6705  |   0.5812  | 0.6705 |  0.5829  | 0.5017 |     0.4721    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 0.9222 |  0.5909  |   0.4201  | 0.5909 |  0.4892  | 0.4111 |     0.3752    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.8474 |  0.6769  |   0.7289  | 0.6769 |  0.5979  | 0.5136 |     0.4845    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 0.9161 |  0.5909  |   0.5691  | 0.5909 |  0.5085  | 0.4096 |     0.3788    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.8100 |  0.6916  |   0.6678  | 0.6916 |  0.6464  | 0.5356 |     0.5190    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 0.9058 |  0.6234  |   0.6013  | 0.6234 |  0.5806  | 0.4579 |     0.4408    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.8127 |  0.6981  |   0.6635  | 0.6981 |  0.6647  | 0.5454 |     0.5361    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 0.9542 |  0.6039  |   0.5028  | 0.6039 |  0.5455  | 0.4288 |     0.4144    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.7556 |  0.7289  |   0.7191  | 0.7289 |  0.7048  | 0.5927 |     0.5842    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 0.9992 |  0.5779  |   0.5802  | 0.5779 |  0.5075  | 0.3932 |     0.3635    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.8173 |  0.6883  |   0.6639  | 0.6883 |  0.6444  | 0.5292 |     0.5141    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 0.9869 |  0.5909  |   0.5752  | 0.5909 |  0.5715  | 0.4145 |     0.4065    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.7000 |  0.7370  |   0.7227  | 0.7370 |  0.7217  | 0.6069 |     0.6025    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.1175 |  0.6039  |   0.5611  | 0.6039 |  0.5399  | 0.4290 |     0.4054    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.6681 |  0.7516  |   0.7323  | 0.7516 |  0.7368  | 0.6303 |     0.6270    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.0031 |  0.6169  |   0.5718  | 0.6169 |  0.5804  | 0.4491 |     0.4404    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.6426 |  0.7468  |   0.7343  | 0.7468 |  0.7310  | 0.6214 |     0.6165    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.0414 |  0.6299  |   0.6242  | 0.6299 |  0.6024  | 0.4716 |     0.4561    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.5912 |  0.7987  |   0.7889  | 0.7987 |  0.7900  | 0.7014 |     0.6993    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.1323 |  0.6364  |   0.6404  | 0.6364 |  0.6343  | 0.4849 |     0.4836    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.5183 |  0.8182  |   0.8166  | 0.8182 |  0.8136  | 0.7312 |     0.7298    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.2196 |  0.5844  |   0.5560  | 0.5844 |  0.5523  | 0.4096 |     0.3994    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.5530 |  0.7987  |   0.7908  | 0.7987 |  0.7905  | 0.7015 |     0.6991    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.1237 |  0.5909  |   0.5868  | 0.5909 |  0.5785  | 0.4174 |     0.4109    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.4887 |  0.8231  |   0.8190  | 0.8231 |  0.8180  | 0.7382 |     0.7366    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.2697 |  0.6104  |   0.6105  | 0.6104 |  0.6016  | 0.4470 |     0.4424    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.5028 |  0.7987  |   0.7941  | 0.7987 |  0.7943  | 0.7034 |     0.7022    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.4989 |  0.5974  |   0.5700  | 0.5974 |  0.5475  | 0.4266 |     0.4001    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.5265 |  0.8149  |   0.8113  | 0.8149 |  0.8059  | 0.7254 |     0.7216    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.0564 |  0.6494  |   0.6382  | 0.6494 |  0.6411  | 0.5024 |     0.5007    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.4566 |  0.8360  |   0.8340  | 0.8360 |  0.8330  | 0.7585 |     0.7574    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.3087 |  0.6429  |   0.6347  | 0.6429 |  0.6043  | 0.4867 |     0.4723    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.4649 |  0.8344  |   0.8335  | 0.8344 |  0.8320  | 0.7559 |     0.7548    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.2020 |  0.6429  |   0.6339  | 0.6429 |  0.6350  | 0.4915 |     0.4899    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.3971 |  0.8653  |   0.8622  | 0.8653 |  0.8626  | 0.8017 |     0.8010    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.2095 |  0.6494  |   0.6435  | 0.6494 |  0.6370  | 0.4994 |     0.4936    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.4781 |  0.8328  |   0.8291  | 0.8328 |  0.8276  | 0.7528 |     0.7509    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.2532 |  0.6558  |   0.6597  | 0.6558 |  0.6530  | 0.5149 |     0.5113    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.3758 |  0.8620  |   0.8583  | 0.8620 |  0.8588  | 0.7970 |     0.7962    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 1.4398 |  0.6494  |   0.6420  | 0.6494 |  0.6258  | 0.5056 |     0.4935    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.3008 |  0.8880  |   0.8870  | 0.8880 |  0.8855  | 0.8352 |     0.8340    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.5012 |  0.6364  |   0.6250  | 0.6364 |  0.6225  | 0.4791 |     0.4746    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.2542 |  0.9123  |   0.9135  | 0.9123 |  0.9103  | 0.8713 |     0.8698    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.6371 |  0.6299  |   0.6275  | 0.6299 |  0.6272  | 0.4814 |     0.4805    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.2259 |  0.9172  |   0.9161  | 0.9172 |  0.9164  | 0.8786 |     0.8785    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.9777 |  0.6299  |   0.6449  | 0.6299 |  0.6166  | 0.4740 |     0.4623    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.2752 |  0.9010  |   0.9010  | 0.9010 |  0.9007  | 0.8550 |     0.8548    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 1.7811 |  0.6494  |   0.6581  | 0.6494 |  0.6365  | 0.5042 |     0.4924    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.2297 |  0.9172  |   0.9166  | 0.9172 |  0.9161  | 0.8785 |     0.8780    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 1.7810 |  0.6364  |   0.5948  | 0.6364 |  0.6051  | 0.4780 |     0.4719    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.2973 |  0.8994  |   0.8979  | 0.8994 |  0.8976  | 0.8524 |     0.8518    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 1.7156 |  0.6234  |   0.6087  | 0.6234 |  0.5987  | 0.4568 |     0.4485    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.2553 |  0.9042  |   0.9042  | 0.9042 |  0.9029  | 0.8591 |     0.8584    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 1.8476 |  0.6104  |   0.6089  | 0.6104 |  0.6045  | 0.4492 |     0.4472    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.2633 |  0.9205  |   0.9194  | 0.9205 |  0.9192  | 0.8832 |     0.8827    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.1638 |  0.6234  |   0.6110  | 0.6234 |  0.6119  | 0.4620 |     0.4588    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.3436 |  0.8880  |   0.8868  | 0.8880 |  0.8868  | 0.8354 |     0.8351    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 1.6972 |  0.5974  |   0.6029  | 0.5974 |  0.5956  | 0.4388 |     0.4365    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.2950 |  0.9058  |   0.9047  | 0.9058 |  0.9048  | 0.8619 |     0.8616    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 1.6776 |  0.6234  |   0.6098  | 0.6234 |  0.6091  | 0.4623 |     0.4572    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.2118 |  0.9302  |   0.9300  | 0.9302 |  0.9296  | 0.8976 |     0.8973    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 1.6809 |  0.6364  |   0.6421  | 0.6364 |  0.6295  | 0.4848 |     0.4781    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1734 |  0.9432  |   0.9431  | 0.9432 |  0.9429  | 0.9168 |     0.9166    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 39.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 1.9860 |  0.6494  |   0.6482  | 0.6494 |  0.6400  | 0.5002 |     0.4947    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.1344 |  0.9448  |   0.9460  | 0.9448 |  0.9452  | 0.9196 |     0.9195    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.3038 |  0.6169  |   0.6125  | 0.6169 |  0.5942  | 0.4529 |     0.4401    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9057817250490189
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3462 |  0.3847  |   0.2892  | 0.3847 |  0.2691  | 0.0006 |     0.0003    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3020 |  0.3636  |   0.2975  | 0.3636 |  0.2380  | 0.0765 |     0.0370    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   2   | Train | 1.2854 |  0.3620  |   0.2780  | 0.3620 |  0.2884  | -0.0215 |    -0.0171    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3036 |  0.3571  |   0.2965  | 0.3571 |  0.2193  | 0.0697 |     0.0279    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   3   | Train | 1.2549 |  0.3669  |   0.2847  | 0.3669 |  0.2471  | -0.0096 |    -0.0051    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.3509 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.2382 |  0.3864  |   0.1493  | 0.3864 |  0.2154  | 0.0000 |     0.0000    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.2491 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.2356 |  0.4058  |   0.3820  | 0.4058 |  0.2585  | 0.0946 |     0.0327    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.2984 |  0.4870  |   0.3350  | 0.4870 |  0.3928  | 0.2368 |     0.2112    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.2361 |  0.5016  |   0.3898  | 0.5016 |  0.4116  | 0.2359 |     0.1937    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.2748 |  0.4805  |   0.4225  | 0.4805 |  0.3967  | 0.2904 |     0.2110    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.1523 |  0.5731  |   0.4382  | 0.5731 |  0.4948  | 0.3376 |     0.3152    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.1597 |  0.5000  |   0.3442  | 0.5000 |  0.4069  | 0.2556 |     0.2325    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0978 |  0.5893  |   0.4447  | 0.5893 |  0.5069  | 0.3618 |     0.3400    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.1022 |  0.5260  |   0.3624  | 0.5260 |  0.4283  | 0.2995 |     0.2724    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0021 |  0.6120  |   0.4625  | 0.6120 |  0.5268  | 0.4009 |     0.3767    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.1870 |  0.4935  |   0.4286  | 0.4935 |  0.4075  | 0.3136 |     0.2306    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9863 |  0.6250  |   0.4825  | 0.6250 |  0.5412  | 0.4293 |     0.3988    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 0.9914 |  0.5909  |   0.4092  | 0.5909 |  0.4831  | 0.4084 |     0.3723    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9197 |  0.6477  |   0.4928  | 0.6477 |  0.5588  | 0.4637 |     0.4346    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0339 |  0.5909  |   0.4092  | 0.5909 |  0.4831  | 0.4084 |     0.3723    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9302 |  0.6575  |   0.4963  | 0.6575 |  0.5656  | 0.4784 |     0.4496    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9791 |  0.6104  |   0.5332  | 0.6104 |  0.5213  | 0.4572 |     0.4074    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8855 |  0.6558  |   0.5606  | 0.6558 |  0.5705  | 0.4821 |     0.4490    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9667 |  0.6169  |   0.4352  | 0.6169 |  0.5082  | 0.4559 |     0.4138    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8609 |  0.6737  |   0.5860  | 0.6737 |  0.5911  | 0.5081 |     0.4786    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.8849 |  0.6558  |   0.5707  | 0.6558 |  0.5955  | 0.5168 |     0.4876    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.8691 |  0.6688  |   0.6998  | 0.6688 |  0.6098  | 0.4995 |     0.4829    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9270 |  0.6429  |   0.5536  | 0.6429 |  0.5934  | 0.4907 |     0.4798    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.8127 |  0.6899  |   0.6644  | 0.6899 |  0.6264  | 0.5369 |     0.5111    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0062 |  0.5909  |   0.4845  | 0.5909 |  0.5223  | 0.4061 |     0.3873    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.8142 |  0.6834  |   0.6399  | 0.6834 |  0.6452  | 0.5226 |     0.5127    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 12.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9508 |  0.5844  |   0.5333  | 0.5844 |  0.5336  | 0.3974 |     0.3849    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:06<00:00,  1.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.7236 |  0.7224  |   0.6984  | 0.7224 |  0.6859  | 0.5837 |     0.5717    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 0.9195 |  0.6299  |   0.5739  | 0.6299 |  0.5959  | 0.4688 |     0.4629    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.7744 |  0.7159  |   0.6836  | 0.7159 |  0.6805  | 0.5746 |     0.5646    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.0214 |  0.5909  |   0.5588  | 0.5909 |  0.5516  | 0.4092 |     0.3962    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.7223 |  0.7403  |   0.7409  | 0.7403 |  0.7085  | 0.6133 |     0.6024    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 0.9417 |  0.6104  |   0.5730  | 0.6104 |  0.5726  | 0.4426 |     0.4287    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.35batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.6288 |  0.7630  |   0.7435  | 0.7630 |  0.7438  | 0.6473 |     0.6421    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 0.9606 |  0.6429  |   0.6112  | 0.6429 |  0.5921  | 0.4892 |     0.4687    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.5395 |  0.8019  |   0.7850  | 0.8019 |  0.7838  | 0.7072 |     0.7021    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.0826 |  0.6104  |   0.5781  | 0.6104 |  0.5863  | 0.4393 |     0.4346    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.4645 |  0.8263  |   0.8201  | 0.8263 |  0.8165  | 0.7429 |     0.7393    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.1829 |  0.6234  |   0.5868  | 0.6234 |  0.5946  | 0.4607 |     0.4546    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.40batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.4640 |  0.8279  |   0.8209  | 0.8279 |  0.8194  | 0.7458 |     0.7429    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.0537 |  0.6818  |   0.6615  | 0.6818 |  0.6635  | 0.5445 |     0.5398    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.4301 |  0.8409  |   0.8323  | 0.8409 |  0.8321  | 0.7648 |     0.7622    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.2925 |  0.6039  |   0.5840  | 0.6039 |  0.5906  | 0.4345 |     0.4326    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.46batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3481 |  0.8750  |   0.8705  | 0.8750 |  0.8703  | 0.8158 |     0.8144    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.5756 |  0.5844  |   0.5851  | 0.5844 |  0.5843  | 0.4164 |     0.4162    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.3090 |  0.8685  |   0.8650  | 0.8685 |  0.8659  | 0.8067 |     0.8062    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.4004 |  0.6688  |   0.6478  | 0.6688 |  0.6508  | 0.5285 |     0.5230    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2313 |  0.9205  |   0.9193  | 0.9205 |  0.9184  | 0.8835 |     0.8825    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.8883 |  0.6429  |   0.6333  | 0.6429 |  0.6368  | 0.4943 |     0.4935    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.3180 |  0.8864  |   0.8836  | 0.8864 |  0.8843  | 0.8330 |     0.8326    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.4986 |  0.6299  |   0.6358  | 0.6299 |  0.6222  | 0.4750 |     0.4713    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.3693 |  0.8782  |   0.8765  | 0.8782 |  0.8768  | 0.8214 |     0.8211    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.3510 |  0.6234  |   0.6024  | 0.6234 |  0.6073  | 0.4625 |     0.4589    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.3501 |  0.8571  |   0.8573  | 0.8571 |  0.8521  | 0.7894 |     0.7865    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.5798 |  0.5584  |   0.5735  | 0.5584 |  0.5591  | 0.3834 |     0.3799    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.3757 |  0.8782  |   0.8760  | 0.8782 |  0.8764  | 0.8218 |     0.8215    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.2067 |  0.6364  |   0.6585  | 0.6364 |  0.6331  | 0.4900 |     0.4854    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.37batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.2296 |  0.9140  |   0.9166  | 0.9140 |  0.9140  | 0.8741 |     0.8737    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.4946 |  0.6364  |   0.6044  | 0.6364 |  0.6126  | 0.4830 |     0.4781    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.2026 |  0.9318  |   0.9313  | 0.9318 |  0.9305  | 0.9000 |     0.8994    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.0106 |  0.5974  |   0.5741  | 0.5974 |  0.5704  | 0.4323 |     0.4211    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.2107 |  0.9351  |   0.9345  | 0.9351 |  0.9346  | 0.9048 |     0.9047    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.8789 |  0.6494  |   0.6315  | 0.6494 |  0.6282  | 0.4963 |     0.4900    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.37batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1668 |  0.9464  |   0.9463  | 0.9464 |  0.9463  | 0.9217 |     0.9217    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.9211 |  0.6169  |   0.6013  | 0.6169 |  0.6072  | 0.4577 |     0.4564    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.38batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1211 |  0.9497  |   0.9495  | 0.9497 |  0.9495  | 0.9263 |     0.9263    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.0507 |  0.6494  |   0.6393  | 0.6494 |  0.6427  | 0.5024 |     0.5014    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.2279 |  0.9334  |   0.9340  | 0.9334 |  0.9334  | 0.9030 |     0.9029    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.8143 |  0.6494  |   0.6760  | 0.6494 |  0.6547  | 0.5118 |     0.5079    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.2554 |  0.9188  |   0.9205  | 0.9188 |  0.9183  | 0.8811 |     0.8806    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.3910 |  0.6623  |   0.6621  | 0.6623 |  0.6616  | 0.5266 |     0.5262    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1334 |  0.9513  |   0.9517  | 0.9513 |  0.9514  | 0.9290 |     0.9289    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.9250 |  0.6234  |   0.6268  | 0.6234 |  0.6128  | 0.4706 |     0.4609    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0762 |  0.9740  |   0.9739  | 0.9740 |  0.9739  | 0.9620 |     0.9620    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.1840 |  0.6169  |   0.6344  | 0.6169 |  0.6245  | 0.4683 |     0.4675    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0380 |  0.9870  |   0.9875  | 0.9870 |  0.9871  | 0.9811 |     0.9811    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.3725 |  0.6688  |   0.6480  | 0.6688 |  0.6492  | 0.5274 |     0.5223    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0384 |  0.9903  |   0.9904  | 0.9903 |  0.9902  | 0.9858 |     0.9857    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.6769 |  0.6364  |   0.6461  | 0.6364 |  0.6397  | 0.4903 |     0.4896    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0562 |  0.9805  |   0.9810  | 0.9805 |  0.9807  | 0.9716 |     0.9716    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.0239 |  0.6494  |   0.6249  | 0.6494 |  0.6262  | 0.5020 |     0.4936    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0958 |  0.9692  |   0.9692  | 0.9692 |  0.9691  | 0.9549 |     0.9549    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.1540 |  0.6558  |   0.6363  | 0.6558 |  0.6407  | 0.5131 |     0.5096    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0631 |  0.9805  |   0.9806  | 0.9805 |  0.9805  | 0.9716 |     0.9716    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.2761 |  0.6558  |   0.6675  | 0.6558 |  0.6427  | 0.5102 |     0.5032    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0679 |  0.9805  |   0.9806  | 0.9805 |  0.9804  | 0.9715 |     0.9715    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.1052 |  0.6818  |   0.6839  | 0.6818 |  0.6794  | 0.5576 |     0.5556    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1212 |  0.9659  |   0.9663  | 0.9659 |  0.9660  | 0.9503 |     0.9503    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.2203 |  0.6299  |   0.6081  | 0.6299 |  0.6120  | 0.4690 |     0.4649    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0861 |  0.9692  |   0.9694  | 0.9692 |  0.9692  | 0.9550 |     0.9550    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.4420 |  0.6234  |   0.6054  | 0.6234 |  0.5976  | 0.4577 |     0.4505    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0888 |  0.9805  |   0.9806  | 0.9805 |  0.9804  | 0.9715 |     0.9714    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 1.7844 |  0.6688  |   0.6666  | 0.6688 |  0.6641  | 0.5343 |     0.5319    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.8848837971687317
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 2.0622 |  0.3539  |   0.3190  | 0.3539 |  0.2966  | 0.0180 |     0.0154    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3664 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.3159 |  0.4367  |   0.3531  | 0.4367 |  0.3438  | 0.1202 |     0.0867    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2133 |  0.5519  |   0.3867  | 0.5519 |  0.4521  | 0.3457 |     0.3116    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2196 |  0.5081  |   0.4202  | 0.5081 |  0.4277  | 0.2516 |     0.2040    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1857 |  0.4610  |   0.3451  | 0.4610 |  0.3586  | 0.2230 |     0.1669    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1399 |  0.5568  |   0.4202  | 0.5568 |  0.4783  | 0.3066 |     0.2871    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.0792 |  0.5455  |   0.3867  | 0.5455 |  0.4488  | 0.3387 |     0.3051    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0994 |  0.5779  |   0.4369  | 0.5779 |  0.4975  | 0.3429 |     0.3222    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0999 |  0.5390  |   0.4000  | 0.5390 |  0.4468  | 0.3416 |     0.2967    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0803 |  0.5942  |   0.4489  | 0.5942 |  0.5114  | 0.3705 |     0.3481    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0700 |  0.5649  |   0.4093  | 0.5649 |  0.4674  | 0.3775 |     0.3355    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0437 |  0.6104  |   0.4609  | 0.6104 |  0.5252  | 0.3981 |     0.3741    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0853 |  0.5779  |   0.4125  | 0.5779 |  0.4769  | 0.3948 |     0.3549    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0475 |  0.6153  |   0.4644  | 0.6153 |  0.5292  | 0.4062 |     0.3817    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0150 |  0.5584  |   0.4031  | 0.5584 |  0.4603  | 0.3677 |     0.3257    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.1129 |  0.6006  |   0.4532  | 0.6006 |  0.5166  | 0.3812 |     0.3582    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0463 |  0.5714  |   0.3980  | 0.5714 |  0.4690  | 0.3758 |     0.3434    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 1.1201 |  0.5795  |   0.4501  | 0.5795 |  0.4993  | 0.3574 |     0.3267    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.2007 |  0.5065  |   0.3870  | 0.5065 |  0.4043  | 0.3075 |     0.2376    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 1.0858 |  0.5942  |   0.4485  | 0.5942 |  0.5111  | 0.3702 |     0.3479    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.1386 |  0.5519  |   0.4014  | 0.5519 |  0.4542  | 0.3610 |     0.3162    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 1.0456 |  0.6104  |   0.4616  | 0.6104 |  0.5254  | 0.3986 |     0.3744    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0513 |  0.5455  |   0.3900  | 0.5455 |  0.4499  | 0.3406 |     0.3054    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 1.0358 |  0.6136  |   0.4629  | 0.6136 |  0.5276  | 0.4035 |     0.3790    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0127 |  0.5584  |   0.3992  | 0.5584 |  0.4599  | 0.3639 |     0.3253    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.9694 |  0.6250  |   0.4731  | 0.6250 |  0.5383  | 0.4236 |     0.3978    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9660 |  0.6104  |   0.4284  | 0.6104 |  0.5024  | 0.4428 |     0.4036    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.9523 |  0.6347  |   0.5888  | 0.6347 |  0.5488  | 0.4406 |     0.4140    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9612 |  0.5974  |   0.4166  | 0.5974 |  0.4906  | 0.4196 |     0.3833    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.9078 |  0.6494  |   0.6549  | 0.6494 |  0.5692  | 0.4652 |     0.4392    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 0.9345 |  0.6039  |   0.5711  | 0.6039 |  0.5057  | 0.4316 |     0.3949    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.9060 |  0.6477  |   0.6483  | 0.6477 |  0.5717  | 0.4625 |     0.4374    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9344 |  0.6169  |   0.5805  | 0.6169 |  0.5263  | 0.4508 |     0.4167    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.8417 |  0.6705  |   0.6314  | 0.6705 |  0.6146  | 0.5028 |     0.4828    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0160 |  0.6039  |   0.4953  | 0.6039 |  0.5056  | 0.4285 |     0.3952    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.8486 |  0.6672  |   0.6452  | 0.6672 |  0.6087  | 0.4954 |     0.4753    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 0.9323 |  0.6234  |   0.5617  | 0.6234 |  0.5500  | 0.4590 |     0.4322    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.8465 |  0.6981  |   0.6725  | 0.6981 |  0.6477  | 0.5483 |     0.5276    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 0.9950 |  0.6104  |   0.5173  | 0.6104 |  0.5366  | 0.4368 |     0.4133    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.8034 |  0.6916  |   0.6611  | 0.6916 |  0.6448  | 0.5349 |     0.5186    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 0.9772 |  0.6104  |   0.5240  | 0.6104 |  0.5402  | 0.4379 |     0.4149    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.49batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.7877 |  0.6916  |   0.6647  | 0.6916 |  0.6450  | 0.5377 |     0.5201    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 0.9689 |  0.6299  |   0.6878  | 0.6299 |  0.5638  | 0.4686 |     0.4428    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.8182 |  0.6737  |   0.6378  | 0.6737 |  0.6275  | 0.5074 |     0.4922    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.0197 |  0.5974  |   0.5178  | 0.5974 |  0.5242  | 0.4155 |     0.3945    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.7647 |  0.7045  |   0.6911  | 0.7045 |  0.6538  | 0.5563 |     0.5366    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 0.9607 |  0.6104  |   0.5172  | 0.6104 |  0.5275  | 0.4394 |     0.4092    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.7484 |  0.7110  |   0.6951  | 0.7110 |  0.6823  | 0.5664 |     0.5555    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 0.9491 |  0.6169  |   0.5255  | 0.6169 |  0.5498  | 0.4529 |     0.4276    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.7316 |  0.7110  |   0.6907  | 0.7110 |  0.6832  | 0.5677 |     0.5572    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.0204 |  0.6364  |   0.6147  | 0.6364 |  0.5796  | 0.4779 |     0.4579    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.6858 |  0.7338  |   0.7177  | 0.7338 |  0.7052  | 0.6012 |     0.5908    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 0.9671 |  0.6039  |   0.5544  | 0.6039 |  0.5447  | 0.4263 |     0.4082    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.55batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.6675 |  0.7419  |   0.7337  | 0.7419 |  0.7213  | 0.6155 |     0.6067    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.0667 |  0.6299  |   0.6046  | 0.6299 |  0.5921  | 0.4657 |     0.4536    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.45batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.6868 |  0.7321  |   0.7199  | 0.7321 |  0.7150  | 0.5989 |     0.5935    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.1715 |  0.5649  |   0.5427  | 0.5649 |  0.5220  | 0.3743 |     0.3546    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.6595 |  0.7630  |   0.7441  | 0.7630 |  0.7435  | 0.6473 |     0.6418    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.0702 |  0.6104  |   0.5462  | 0.6104 |  0.5540  | 0.4369 |     0.4212    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.5568 |  0.7906  |   0.7828  | 0.7906 |  0.7827  | 0.6896 |     0.6872    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.0900 |  0.6429  |   0.6204  | 0.6429 |  0.6168  | 0.4861 |     0.4786    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.5134 |  0.8068  |   0.8041  | 0.8068 |  0.8001  | 0.7149 |     0.7115    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.5836 |  0.6104  |   0.5911  | 0.6104 |  0.5793  | 0.4413 |     0.4279    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.5205 |  0.8149  |   0.8090  | 0.8149 |  0.8097  | 0.7264 |     0.7251    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.0124 |  0.6688  |   0.6508  | 0.6688 |  0.6518  | 0.5262 |     0.5221    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.4544 |  0.8295  |   0.8236  | 0.8295 |  0.8244  | 0.7483 |     0.7470    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.0006 |  0.6429  |   0.6380  | 0.6429 |  0.6326  | 0.4928 |     0.4873    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.4480 |  0.8263  |   0.8228  | 0.8263 |  0.8217  | 0.7437 |     0.7419    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.3927 |  0.6299  |   0.6101  | 0.6299 |  0.6064  | 0.4707 |     0.4617    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.4676 |  0.8247  |   0.8227  | 0.8247 |  0.8231  | 0.7425 |     0.7422    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.1908 |  0.6623  |   0.6488  | 0.6623 |  0.6479  | 0.5167 |     0.5127    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.4457 |  0.8409  |   0.8374  | 0.8409 |  0.8380  | 0.7657 |     0.7651    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 1.2361 |  0.6234  |   0.5893  | 0.6234 |  0.5944  | 0.4576 |     0.4505    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.3737 |  0.8653  |   0.8631  | 0.8653 |  0.8617  | 0.8015 |     0.8000    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.78batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.1745 |  0.6364  |   0.6349  | 0.6364 |  0.6332  | 0.4868 |     0.4851    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.3032 |  0.8961  |   0.8956  | 0.8961 |  0.8929  | 0.8476 |     0.8457    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.6031 |  0.6364  |   0.6178  | 0.6364 |  0.6136  | 0.4798 |     0.4725    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.4018 |  0.8604  |   0.8603  | 0.8604 |  0.8603  | 0.7961 |     0.7961    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.2902 |  0.6558  |   0.6343  | 0.6558 |  0.6326  | 0.5059 |     0.4994    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.3457 |  0.8831  |   0.8835  | 0.8831 |  0.8811  | 0.8281 |     0.8269    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 1.2789 |  0.6429  |   0.6137  | 0.6429 |  0.6230  | 0.4893 |     0.4860    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.2891 |  0.9058  |   0.9059  | 0.9058 |  0.9053  | 0.8621 |     0.8618    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 1.4351 |  0.6364  |   0.6231  | 0.6364 |  0.6235  | 0.4844 |     0.4799    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.2370 |  0.9107  |   0.9100  | 0.9107 |  0.9102  | 0.8692 |     0.8691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 1.4439 |  0.6429  |   0.6246  | 0.6429 |  0.6308  | 0.4913 |     0.4895    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1982 |  0.9205  |   0.9215  | 0.9205 |  0.9202  | 0.8837 |     0.8832    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 1.5878 |  0.6558  |   0.6374  | 0.6558 |  0.6362  | 0.5079 |     0.5018    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.2937 |  0.9026  |   0.9025  | 0.9026 |  0.9022  | 0.8575 |     0.8574    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.2120 |  0.6234  |   0.6141  | 0.6234 |  0.5937  | 0.4602 |     0.4462    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.3372 |  0.8815  |   0.8796  | 0.8815 |  0.8787  | 0.8258 |     0.8246    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 1.1373 |  0.6883  |   0.7013  | 0.6883 |  0.6865  | 0.5616 |     0.5581    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.2889 |  0.8994  |   0.9027  | 0.8994 |  0.8981  | 0.8529 |     0.8517    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 1.5241 |  0.6753  |   0.6503  | 0.6753 |  0.6479  | 0.5386 |     0.5285    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.2599 |  0.9075  |   0.9071  | 0.9075 |  0.9071  | 0.8645 |     0.8644    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 1.3156 |  0.6364  |   0.6277  | 0.6364 |  0.6265  | 0.4838 |     0.4798    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.2218 |  0.9253  |   0.9256  | 0.9253 |  0.9238  | 0.8907 |     0.8896    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 1.5954 |  0.6364  |   0.6259  | 0.6364 |  0.6293  | 0.4828 |     0.4818    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.1574 |  0.9448  |   0.9445  | 0.9448 |  0.9445  | 0.9192 |     0.9191    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 1.7782 |  0.5844  |   0.5779  | 0.5844 |  0.5792  | 0.4120 |     0.4112    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9322653770446777
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.2854 |  0.3799  |   0.3474  | 0.3799 |  0.2999  | 0.0494 |     0.0376    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2441 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2080 |  0.5065  |   0.3824  | 0.5065 |  0.4352  | 0.2202 |     0.2062    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.1374 |  0.4935  |   0.3646  | 0.4935 |  0.4050  | 0.2660 |     0.2278    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1078 |  0.6006  |   0.4549  | 0.6006 |  0.5173  | 0.3822 |     0.3588    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1847 |  0.5130  |   0.3842  | 0.5130 |  0.4124  | 0.3099 |     0.2482    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1376 |  0.5568  |   0.4308  | 0.5568 |  0.4776  | 0.3149 |     0.2853    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.4110 |  0.5519  |   0.3909  | 0.5519 |  0.4507  | 0.3517 |     0.3106    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1770 |  0.5795  |   0.4401  | 0.5795 |  0.4989  | 0.3479 |     0.3254    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.2530 |  0.4740  |   0.3667  | 0.4740 |  0.3683  | 0.2584 |     0.1865    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0726 |  0.5828  |   0.4404  | 0.5828 |  0.5006  | 0.3517 |     0.3287    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 0.9810 |  0.6039  |   0.4189  | 0.6039 |  0.4942  | 0.4302 |     0.3922    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 0.9900 |  0.6185  |   0.4674  | 0.6185 |  0.5324  | 0.4121 |     0.3872    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 0.9420 |  0.6039  |   0.4184  | 0.6039 |  0.4937  | 0.4306 |     0.3921    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9356 |  0.6315  |   0.5142  | 0.6315 |  0.5466  | 0.4342 |     0.4092    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 0.9136 |  0.6169  |   0.4349  | 0.6169 |  0.5084  | 0.4551 |     0.4137    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9336 |  0.6218  |   0.5139  | 0.6218 |  0.5431  | 0.4214 |     0.3958    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 0.9253 |  0.5909  |   0.4626  | 0.5909 |  0.5120  | 0.4064 |     0.3851    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.8955 |  0.6672  |   0.5629  | 0.6672 |  0.5960  | 0.4949 |     0.4729    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 0.8980 |  0.6558  |   0.6728  | 0.6558 |  0.6169  | 0.5082 |     0.4898    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.8666 |  0.6558  |   0.6383  | 0.6558 |  0.5956  | 0.4792 |     0.4579    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9341 |  0.5844  |   0.4823  | 0.5844 |  0.5235  | 0.3989 |     0.3826    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8072 |  0.6997  |   0.6650  | 0.6997 |  0.6588  | 0.5481 |     0.5350    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9961 |  0.5974  |   0.5220  | 0.5974 |  0.5437  | 0.4179 |     0.4025    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8651 |  0.7013  |   0.7183  | 0.7013 |  0.6594  | 0.5538 |     0.5408    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0526 |  0.6234  |   0.5532  | 0.6234 |  0.5373  | 0.4716 |     0.4279    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8153 |  0.7094  |   0.7268  | 0.7094 |  0.6629  | 0.5618 |     0.5462    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9325 |  0.5844  |   0.5068  | 0.5844 |  0.5369  | 0.4059 |     0.3897    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7105 |  0.7419  |   0.7400  | 0.7419 |  0.7245  | 0.6137 |     0.6064    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.1666 |  0.5844  |   0.5805  | 0.5844 |  0.5642  | 0.4102 |     0.4052    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6837 |  0.7565  |   0.7423  | 0.7565 |  0.7427  | 0.6377 |     0.6340    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0879 |  0.6169  |   0.6136  | 0.6169 |  0.6008  | 0.4568 |     0.4517    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.6155 |  0.7841  |   0.7728  | 0.7841 |  0.7705  | 0.6791 |     0.6748    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.1899 |  0.6234  |   0.6179  | 0.6234 |  0.6142  | 0.4644 |     0.4602    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6194 |  0.7597  |   0.7462  | 0.7597 |  0.7482  | 0.6430 |     0.6402    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0024 |  0.6169  |   0.6262  | 0.6169 |  0.6150  | 0.4570 |     0.4546    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.5283 |  0.7825  |   0.7759  | 0.7825 |  0.7697  | 0.6767 |     0.6718    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.2737 |  0.5844  |   0.5600  | 0.5844 |  0.5646  | 0.4054 |     0.4018    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.4730 |  0.8198  |   0.8162  | 0.8198 |  0.8161  | 0.7339 |     0.7328    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.3462 |  0.5909  |   0.5676  | 0.5909 |  0.5772  | 0.4179 |     0.4166    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.4057 |  0.8604  |   0.8588  | 0.8604 |  0.8551  | 0.7943 |     0.7916    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.2844 |  0.6169  |   0.6030  | 0.6169 |  0.6047  | 0.4524 |     0.4495    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.3754 |  0.8815  |   0.8801  | 0.8815 |  0.8803  | 0.8261 |     0.8258    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.3518 |  0.6364  |   0.6336  | 0.6364 |  0.6302  | 0.4845 |     0.4828    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.3671 |  0.8555  |   0.8514  | 0.8555 |  0.8506  | 0.7867 |     0.7851    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.6028 |  0.5844  |   0.5384  | 0.5844 |  0.5545  | 0.4023 |     0.3973    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.3343 |  0.8896  |   0.8882  | 0.8896 |  0.8884  | 0.8379 |     0.8376    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.6534 |  0.6234  |   0.6003  | 0.6234 |  0.5878  | 0.4579 |     0.4450    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3450 |  0.8766  |   0.8750  | 0.8766 |  0.8750  | 0.8187 |     0.8182    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.5528 |  0.6623  |   0.6517  | 0.6623 |  0.6463  | 0.5169 |     0.5118    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2802 |  0.8994  |   0.9000  | 0.8994 |  0.8962  | 0.8524 |     0.8505    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.5364 |  0.6104  |   0.5891  | 0.6104 |  0.5952  | 0.4425 |     0.4399    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2539 |  0.9188  |   0.9184  | 0.9188 |  0.9181  | 0.8810 |     0.8806    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.9296 |  0.6234  |   0.5999  | 0.6234 |  0.6064  | 0.4610 |     0.4580    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2464 |  0.9269  |   0.9268  | 0.9269 |  0.9264  | 0.8930 |     0.8928    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 2.3030 |  0.5779  |   0.5379  | 0.5779 |  0.5502  | 0.3923 |     0.3874    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  2.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.2653 |  0.9026  |   0.9016  | 0.9026 |  0.9014  | 0.8568 |     0.8564    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.0933 |  0.5909  |   0.5527  | 0.5909 |  0.5552  | 0.4094 |     0.3999    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.2834 |  0.9058  |   0.9048  | 0.9058 |  0.9044  | 0.8616 |     0.8611    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.6392 |  0.6299  |   0.6109  | 0.6299 |  0.6138  | 0.4738 |     0.4708    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1864 |  0.9334  |   0.9332  | 0.9334 |  0.9328  | 0.9024 |     0.9022    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.0515 |  0.6299  |   0.6203  | 0.6299 |  0.6105  | 0.4722 |     0.4661    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1988 |  0.9351  |   0.9366  | 0.9351 |  0.9353  | 0.9053 |     0.9051    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.1359 |  0.6429  |   0.6113  | 0.6429 |  0.6126  | 0.4868 |     0.4782    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1534 |  0.9464  |   0.9473  | 0.9464 |  0.9459  | 0.9216 |     0.9210    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.1389 |  0.6494  |   0.6333  | 0.6494 |  0.6270  | 0.4965 |     0.4893    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1351 |  0.9578  |   0.9580  | 0.9578 |  0.9579  | 0.9384 |     0.9384    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.2668 |  0.6623  |   0.6372  | 0.6623 |  0.6361  | 0.5154 |     0.5080    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.0809 |  0.9643  |   0.9643  | 0.9643 |  0.9642  | 0.9478 |     0.9477    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.8546 |  0.6299  |   0.6292  | 0.6299 |  0.6165  | 0.4709 |     0.4655    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.0774 |  0.9740  |   0.9741  | 0.9740 |  0.9739  | 0.9621 |     0.9619    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.8510 |  0.5974  |   0.6101  | 0.5974 |  0.6027  | 0.4385 |     0.4379    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1579 |  0.9432  |   0.9430  | 0.9432 |  0.9430  | 0.9168 |     0.9167    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 3.1784 |  0.6234  |   0.6076  | 0.6234 |  0.6126  | 0.4645 |     0.4631    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.2166 |  0.9334  |   0.9338  | 0.9334 |  0.9333  | 0.9030 |     0.9029    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 3.3268 |  0.5779  |   0.6102  | 0.5779 |  0.5828  | 0.4091 |     0.4025    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.5755 |  0.8636  |   0.8642  | 0.8636 |  0.8636  | 0.8013 |     0.8010    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.5139 |  0.5714  |   0.5414  | 0.5714 |  0.5523  | 0.3852 |     0.3827    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.4362 |  0.8377  |   0.8370  | 0.8377 |  0.8351  | 0.7605 |     0.7592    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.3619 |  0.6299  |   0.6150  | 0.6299 |  0.6154  | 0.4695 |     0.4659    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1639 |  0.9416  |   0.9419  | 0.9416 |  0.9411  | 0.9144 |     0.9142    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.1509 |  0.6169  |   0.6096  | 0.6169 |  0.6086  | 0.4593 |     0.4560    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1438 |  0.9545  |   0.9545  | 0.9545 |  0.9545  | 0.9337 |     0.9336    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.1434 |  0.5909  |   0.6180  | 0.5909 |  0.5954  | 0.4303 |     0.4256    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0765 |  0.9756  |   0.9756  | 0.9756 |  0.9756  | 0.9644 |     0.9644    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.9665 |  0.5974  |   0.5610  | 0.5974 |  0.5497  | 0.4235 |     0.4031    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0640 |  0.9789  |   0.9792  | 0.9789 |  0.9789  | 0.9693 |     0.9692    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.5112 |  0.6169  |   0.5908  | 0.6169 |  0.5974  | 0.4524 |     0.4483    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0787 |  0.9773  |   0.9772  | 0.9773 |  0.9772  | 0.9668 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.0653 |  0.6299  |   0.6406  | 0.6299 |  0.6204  | 0.4802 |     0.4684    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0949 |  0.9773  |   0.9776  | 0.9773 |  0.9773  | 0.9670 |     0.9669    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.1013 |  0.6169  |   0.5870  | 0.6169 |  0.5869  | 0.4478 |     0.4402    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0414 |  0.9870  |   0.9873  | 0.9870 |  0.9870  | 0.9811 |     0.9810    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.2351 |  0.6234  |   0.6048  | 0.6234 |  0.6075  | 0.4633 |     0.4602    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0355 |  0.9870  |   0.9870  | 0.9870 |  0.9870  | 0.9810 |     0.9810    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 3.4376 |  0.6429  |   0.6222  | 0.6429 |  0.6298  | 0.4910 |     0.4893    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0568 |  0.9773  |   0.9774  | 0.9773 |  0.9773  | 0.9668 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 3.8766 |  0.5844  |   0.5631  | 0.5844 |  0.5662  | 0.4100 |     0.4043    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0697 |  0.9756  |   0.9757  | 0.9756 |  0.9756  | 0.9644 |     0.9644    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.8937 |  0.6299  |   0.6181  | 0.6299 |  0.6216  | 0.4774 |     0.4761    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.8979738801717758
Generation 2: Best individual - (0.2, 1024, 1024), Best fitness - 0.8848837971687317
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.3513 |  0.3766  |   0.2856  | 0.3766 |  0.3208  | -0.0046 |    -0.0042    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3236 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2871 |  0.4237  |   0.3192  | 0.4237 |  0.3604  | 0.0776 |     0.0713    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3304 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2603 |  0.3685  |   0.1358  | 0.3685 |  0.1985  | 0.0000 |     0.0000    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.3483 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.2462 |  0.3847  |   0.2934  | 0.3847 |  0.2723  | 0.0008 |     0.0005    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.3041 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1650 |  0.5195  |   0.3999  | 0.5195 |  0.4441  | 0.2486 |     0.2250    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1470 |  0.5325  |   0.3740  | 0.5325 |  0.4379  | 0.3130 |     0.2846    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0906 |  0.5698  |   0.4313  | 0.5698 |  0.4900  | 0.3292 |     0.3079    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.1107 |  0.5455  |   0.4036  | 0.5455 |  0.4525  | 0.3513 |     0.3064    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0576 |  0.5925  |   0.4476  | 0.5925 |  0.5098  | 0.3679 |     0.3456    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.1566 |  0.5390  |   0.4091  | 0.5390 |  0.4452  | 0.3532 |     0.2975    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0706 |  0.5925  |   0.4482  | 0.5925 |  0.5100  | 0.3683 |     0.3458    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0707 |  0.5519  |   0.3832  | 0.5519 |  0.4523  | 0.3425 |     0.3129    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0224 |  0.6088  |   0.4608  | 0.6088 |  0.5238  | 0.3959 |     0.3707    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.1415 |  0.5390  |   0.4091  | 0.5390 |  0.4452  | 0.3532 |     0.2975    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 1.0012 |  0.6315  |   0.4779  | 0.6315 |  0.5435  | 0.4353 |     0.4084    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0703 |  0.5844  |   0.4163  | 0.5844 |  0.4816  | 0.4059 |     0.3648    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9414 |  0.6477  |   0.4897  | 0.6477 |  0.5577  | 0.4617 |     0.4343    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0207 |  0.5974  |   0.4209  | 0.5974 |  0.4913  | 0.4239 |     0.3842    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9184 |  0.6542  |   0.6306  | 0.6542 |  0.5654  | 0.4735 |     0.4451    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9829 |  0.5909  |   0.4180  | 0.5909 |  0.4891  | 0.4083 |     0.3760    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8784 |  0.6575  |   0.5442  | 0.6575 |  0.5721  | 0.4779 |     0.4517    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9869 |  0.6169  |   0.4380  | 0.6169 |  0.5114  | 0.4517 |     0.4157    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8598 |  0.6640  |   0.5952  | 0.6640 |  0.5964  | 0.4923 |     0.4697    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0940 |  0.5584  |   0.4246  | 0.5584 |  0.4695  | 0.3547 |     0.3286    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.8090 |  0.6818  |   0.6449  | 0.6818 |  0.6272  | 0.5185 |     0.5007    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9806 |  0.6429  |   0.6341  | 0.6429 |  0.6113  | 0.4954 |     0.4766    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.7296 |  0.7159  |   0.6984  | 0.7159 |  0.6791  | 0.5751 |     0.5627    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0499 |  0.6104  |   0.5540  | 0.6104 |  0.5619  | 0.4365 |     0.4243    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.7124 |  0.7386  |   0.7174  | 0.7386 |  0.7183  | 0.6116 |     0.6056    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9342 |  0.6299  |   0.5899  | 0.6299 |  0.5883  | 0.4670 |     0.4566    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6195 |  0.7646  |   0.7493  | 0.7646 |  0.7482  | 0.6497 |     0.6447    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 0.9462 |  0.6364  |   0.6178  | 0.6364 |  0.6194  | 0.4818 |     0.4774    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.6083 |  0.7776  |   0.7700  | 0.7776 |  0.7717  | 0.6729 |     0.6719    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.3378 |  0.6039  |   0.5284  | 0.6039 |  0.5606  | 0.4377 |     0.4255    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.6592 |  0.7662  |   0.7494  | 0.7662 |  0.7434  | 0.6519 |     0.6438    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.0895 |  0.5909  |   0.5281  | 0.5909 |  0.5384  | 0.4081 |     0.3940    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.5592 |  0.7955  |   0.7846  | 0.7955 |  0.7786  | 0.6973 |     0.6906    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 0.9622 |  0.6169  |   0.5912  | 0.6169 |  0.5940  | 0.4581 |     0.4504    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.4644 |  0.8344  |   0.8309  | 0.8344 |  0.8313  | 0.7560 |     0.7552    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.1148 |  0.6364  |   0.5947  | 0.6364 |  0.5955  | 0.4755 |     0.4642    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.4665 |  0.8360  |   0.8296  | 0.8360 |  0.8302  | 0.7576 |     0.7561    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.3366 |  0.5390  |   0.5638  | 0.5390 |  0.5367  | 0.3518 |     0.3460    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.4516 |  0.8312  |   0.8264  | 0.8312 |  0.8272  | 0.7511 |     0.7502    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.6481 |  0.6039  |   0.6457  | 0.6039 |  0.5801  | 0.4585 |     0.4232    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.4719 |  0.8214  |   0.8200  | 0.8214 |  0.8182  | 0.7367 |     0.7351    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.5169 |  0.6169  |   0.6115  | 0.6169 |  0.5995  | 0.4543 |     0.4486    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.4168 |  0.8409  |   0.8438  | 0.8409 |  0.8419  | 0.7681 |     0.7679    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.2900 |  0.6234  |   0.6013  | 0.6234 |  0.6065  | 0.4613 |     0.4579    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.3829 |  0.8701  |   0.8672  | 0.8701 |  0.8672  | 0.8087 |     0.8079    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.4551 |  0.5974  |   0.5635  | 0.5974 |  0.5712  | 0.4233 |     0.4167    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2536 |  0.8994  |   0.8983  | 0.8994 |  0.8976  | 0.8520 |     0.8513    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.4002 |  0.6169  |   0.5995  | 0.6169 |  0.6055  | 0.4570 |     0.4555    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.1816 |  0.9383  |   0.9386  | 0.9383 |  0.9383  | 0.9097 |     0.9096    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.5237 |  0.6104  |   0.6151  | 0.6104 |  0.6111  | 0.4534 |     0.4526    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1288 |  0.9562  |   0.9566  | 0.9562 |  0.9561  | 0.9359 |     0.9358    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.8749 |  0.5974  |   0.5734  | 0.5974 |  0.5809  | 0.4284 |     0.4253    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1181 |  0.9578  |   0.9577  | 0.9578 |  0.9577  | 0.9383 |     0.9382    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 3.1136 |  0.5974  |   0.5977  | 0.5974 |  0.5895  | 0.4371 |     0.4325    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1886 |  0.9156  |   0.9146  | 0.9156 |  0.9147  | 0.8762 |     0.8760    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.4331 |  0.5584  |   0.5882  | 0.5584 |  0.5641  | 0.3899 |     0.3859    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.2400 |  0.9221  |   0.9217  | 0.9221 |  0.9219  | 0.8860 |     0.8860    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.3683 |  0.5584  |   0.5231  | 0.5584 |  0.5322  | 0.3638 |     0.3581    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.3126 |  0.8847  |   0.8842  | 0.8847 |  0.8837  | 0.8311 |     0.8306    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.4916 |  0.6169  |   0.6021  | 0.6169 |  0.6021  | 0.4546 |     0.4517    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.2097 |  0.9302  |   0.9299  | 0.9302 |  0.9298  | 0.8978 |     0.8977    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.7460 |  0.5844  |   0.5689  | 0.5844 |  0.5652  | 0.4149 |     0.4069    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1213 |  0.9562  |   0.9566  | 0.9562 |  0.9562  | 0.9360 |     0.9359    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.1496 |  0.5844  |   0.5671  | 0.5844 |  0.5641  | 0.4032 |     0.3967    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1037 |  0.9627  |   0.9629  | 0.9627 |  0.9627  | 0.9455 |     0.9455    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.6569 |  0.5584  |   0.5460  | 0.5584 |  0.5461  | 0.3704 |     0.3681    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.1502 |  0.9464  |   0.9471  | 0.9464 |  0.9462  | 0.9218 |     0.9214    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.4692 |  0.5974  |   0.5883  | 0.5974 |  0.5878  | 0.4343 |     0.4313    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0888 |  0.9740  |   0.9740  | 0.9740 |  0.9740  | 0.9621 |     0.9621    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.5276 |  0.6299  |   0.6063  | 0.6299 |  0.6055  | 0.4696 |     0.4619    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1041 |  0.9773  |   0.9775  | 0.9773 |  0.9771  | 0.9668 |     0.9667    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.6733 |  0.5649  |   0.5463  | 0.5649 |  0.5521  | 0.3780 |     0.3763    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0612 |  0.9756  |   0.9758  | 0.9756 |  0.9756  | 0.9644 |     0.9643    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 3.3473 |  0.5649  |   0.5641  | 0.5649 |  0.5596  | 0.3884 |     0.3857    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1052 |  0.9724  |   0.9726  | 0.9724 |  0.9724  | 0.9598 |     0.9597    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 3.0290 |  0.5974  |   0.6137  | 0.5974 |  0.5992  | 0.4422 |     0.4385    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1222 |  0.9562  |   0.9575  | 0.9562 |  0.9565  | 0.9365 |     0.9363    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.7208 |  0.5844  |   0.5497  | 0.5844 |  0.5432  | 0.3961 |     0.3844    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1795 |  0.9367  |   0.9358  | 0.9367 |  0.9358  | 0.9072 |     0.9070    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.1426 |  0.6429  |   0.6281  | 0.6429 |  0.6299  | 0.4921 |     0.4885    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1755 |  0.9367  |   0.9367  | 0.9367 |  0.9367  | 0.9075 |     0.9075    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.0999 |  0.5714  |   0.5763  | 0.5714 |  0.5531  | 0.3879 |     0.3772    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.1234 |  0.9513  |   0.9540  | 0.9513 |  0.9521  | 0.9294 |     0.9291    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 1.9078 |  0.6299  |   0.6174  | 0.6299 |  0.6174  | 0.4710 |     0.4681    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.1230 |  0.9594  |   0.9596  | 0.9594 |  0.9595  | 0.9408 |     0.9408    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 1.7957 |  0.6299  |   0.6330  | 0.6299 |  0.6277  | 0.4817 |     0.4795    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0827 |  0.9724  |   0.9726  | 0.9724 |  0.9724  | 0.9596 |     0.9596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.1619 |  0.6753  |   0.6817  | 0.6753 |  0.6735  | 0.5418 |     0.5395    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0474 |  0.9838  |   0.9838  | 0.9838 |  0.9838  | 0.9763 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.0698 |  0.6494  |   0.6642  | 0.6494 |  0.6424  | 0.5132 |     0.5033    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0574 |  0.9854  |   0.9854  | 0.9854 |  0.9854  | 0.9786 |     0.9786    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.7693 |  0.6429  |   0.6538  | 0.6429 |  0.6470  | 0.5019 |     0.5011    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9341549694538116
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.4678 |  0.3912  |   0.3100  | 0.3912 |  0.2511  | 0.0228 |     0.0093    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2686 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2146 |  0.4286  |   0.3747  | 0.4286 |  0.3202  | 0.1205 |     0.0718    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.1999 |  0.5195  |   0.3656  | 0.5195 |  0.4265  | 0.2930 |     0.2651    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1788 |  0.5260  |   0.4070  | 0.5260 |  0.4512  | 0.2648 |     0.2411    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2158 |  0.5519  |   0.4043  | 0.5519 |  0.4561  | 0.3610 |     0.3162    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1273 |  0.5682  |   0.4292  | 0.5682 |  0.4885  | 0.3260 |     0.3055    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1049 |  0.5584  |   0.3913  | 0.5584 |  0.4565  | 0.3582 |     0.3213    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0950 |  0.5828  |   0.4427  | 0.5828 |  0.5010  | 0.3530 |     0.3284    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1002 |  0.5714  |   0.3993  | 0.5714 |  0.4696  | 0.3764 |     0.3437    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.1006 |  0.5877  |   0.4455  | 0.5877 |  0.5061  | 0.3607 |     0.3382    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.81batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.1429 |  0.5455  |   0.4095  | 0.5455 |  0.4517  | 0.3585 |     0.3070    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0814 |  0.5860  |   0.4466  | 0.5860 |  0.5039  | 0.3616 |     0.3363    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0681 |  0.5649  |   0.3920  | 0.5649 |  0.4626  | 0.3645 |     0.3326    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0201 |  0.6055  |   0.4574  | 0.6055 |  0.5210  | 0.3900 |     0.3665    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0536 |  0.5649  |   0.3934  | 0.5649 |  0.4637  | 0.3646 |     0.3333    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0171 |  0.6136  |   0.4642  | 0.6136 |  0.5282  | 0.4044 |     0.3797    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0612 |  0.5844  |   0.4224  | 0.5844 |  0.4829  | 0.4110 |     0.3653    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9921 |  0.6153  |   0.4662  | 0.6153 |  0.5297  | 0.4079 |     0.3825    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0464 |  0.5455  |   0.4095  | 0.5455 |  0.4517  | 0.3585 |     0.3070    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9652 |  0.6185  |   0.4925  | 0.6185 |  0.5364  | 0.4136 |     0.3897    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0198 |  0.5714  |   0.4809  | 0.5714 |  0.4960  | 0.3763 |     0.3513    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9698 |  0.6347  |   0.6743  | 0.6347 |  0.5592  | 0.4429 |     0.4176    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0623 |  0.5844  |   0.5684  | 0.5844 |  0.5072  | 0.4039 |     0.3683    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9075 |  0.6607  |   0.6281  | 0.6607 |  0.6152  | 0.4857 |     0.4720    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0849 |  0.5649  |   0.5315  | 0.5649 |  0.5132  | 0.3689 |     0.3532    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8622 |  0.6867  |   0.6703  | 0.6867 |  0.6395  | 0.5263 |     0.5099    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0851 |  0.5519  |   0.5402  | 0.5519 |  0.5055  | 0.3477 |     0.3372    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7949 |  0.7110  |   0.6982  | 0.7110 |  0.6809  | 0.5661 |     0.5559    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.2167 |  0.5779  |   0.4958  | 0.5779 |  0.5094  | 0.3849 |     0.3672    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.8203 |  0.7110  |   0.6911  | 0.7110 |  0.6868  | 0.5657 |     0.5584    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0872 |  0.5974  |   0.5682  | 0.5974 |  0.5591  | 0.4197 |     0.4071    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.7635 |  0.7192  |   0.7150  | 0.7192 |  0.7005  | 0.5783 |     0.5708    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0495 |  0.6104  |   0.5915  | 0.6104 |  0.5907  | 0.4440 |     0.4387    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6469 |  0.7500  |   0.7434  | 0.7500 |  0.7438  | 0.6307 |     0.6287    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.1247 |  0.6039  |   0.5596  | 0.6039 |  0.5678  | 0.4286 |     0.4201    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.5197 |  0.7938  |   0.7912  | 0.7938 |  0.7811  | 0.6939 |     0.6884    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.2907 |  0.6039  |   0.6171  | 0.6039 |  0.6029  | 0.4434 |     0.4404    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.5309 |  0.8052  |   0.7996  | 0.8052 |  0.8013  | 0.7130 |     0.7123    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.2346 |  0.5909  |   0.5627  | 0.5909 |  0.5597  | 0.4112 |     0.4041    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.4356 |  0.8506  |   0.8475  | 0.8506 |  0.8484  | 0.7804 |     0.7799    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.4136 |  0.6558  |   0.6299  | 0.6558 |  0.6211  | 0.5085 |     0.4959    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.3709 |  0.8539  |   0.8518  | 0.8539 |  0.8500  | 0.7844 |     0.7829    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.4963 |  0.5779  |   0.5727  | 0.5779 |  0.5694  | 0.3996 |     0.3971    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.3130 |  0.8929  |   0.8914  | 0.8929 |  0.8911  | 0.8424 |     0.8418    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.6458 |  0.6169  |   0.6023  | 0.6169 |  0.6012  | 0.4518 |     0.4476    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.2696 |  0.9091  |   0.9083  | 0.9091 |  0.9086  | 0.8668 |     0.8668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.9490 |  0.5519  |   0.5581  | 0.5519 |  0.5311  | 0.3615 |     0.3528    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.2825 |  0.9026  |   0.9017  | 0.9026 |  0.9012  | 0.8569 |     0.8565    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.7383 |  0.6039  |   0.5841  | 0.6039 |  0.5807  | 0.4360 |     0.4268    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.49batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3171 |  0.9058  |   0.9052  | 0.9058 |  0.9052  | 0.8619 |     0.8617    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.9159 |  0.6039  |   0.6410  | 0.6039 |  0.6096  | 0.4509 |     0.4433    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.3100 |  0.8961  |   0.8976  | 0.8961 |  0.8956  | 0.8472 |     0.8466    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.8179 |  0.6429  |   0.6343  | 0.6429 |  0.6324  | 0.4912 |     0.4886    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2360 |  0.9188  |   0.9190  | 0.9188 |  0.9183  | 0.8810 |     0.8806    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 2.0186 |  0.6364  |   0.6427  | 0.6364 |  0.6253  | 0.4835 |     0.4786    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.1578 |  0.9432  |   0.9429  | 0.9432 |  0.9429  | 0.9169 |     0.9168    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.4372 |  0.5974  |   0.5870  | 0.5974 |  0.5873  | 0.4261 |     0.4240    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1371 |  0.9578  |   0.9577  | 0.9578 |  0.9575  | 0.9382 |     0.9381    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.5761 |  0.6364  |   0.6325  | 0.6364 |  0.6328  | 0.4863 |     0.4856    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.0991 |  0.9724  |   0.9723  | 0.9724 |  0.9721  | 0.9596 |     0.9595    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.8731 |  0.6104  |   0.6184  | 0.6104 |  0.6066  | 0.4498 |     0.4473    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.0961 |  0.9594  |   0.9600  | 0.9594 |  0.9595  | 0.9407 |     0.9406    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 3.3754 |  0.5974  |   0.5794  | 0.5974 |  0.5822  | 0.4223 |     0.4191    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1548 |  0.9448  |   0.9449  | 0.9448 |  0.9445  | 0.9192 |     0.9190    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 3.2158 |  0.5909  |   0.5754  | 0.5909 |  0.5678  | 0.4117 |     0.4039    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.29batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.2578 |  0.9221  |   0.9219  | 0.9221 |  0.9218  | 0.8858 |     0.8857    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.4012 |  0.6039  |   0.6239  | 0.6039 |  0.6096  | 0.4498 |     0.4474    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1455 |  0.9513  |   0.9512  | 0.9513 |  0.9511  | 0.9287 |     0.9286    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.1660 |  0.6299  |   0.6029  | 0.6299 |  0.6097  | 0.4694 |     0.4656    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.0801 |  0.9789  |   0.9790  | 0.9789 |  0.9789  | 0.9692 |     0.9691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.6068 |  0.6429  |   0.6412  | 0.6429 |  0.6300  | 0.4929 |     0.4865    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.0657 |  0.9789  |   0.9790  | 0.9789 |  0.9788  | 0.9692 |     0.9691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.6331 |  0.6234  |   0.6100  | 0.6234 |  0.6130  | 0.4632 |     0.4614    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0429 |  0.9886  |   0.9887  | 0.9886 |  0.9886  | 0.9834 |     0.9834    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 3.0329 |  0.6234  |   0.6113  | 0.6234 |  0.6085  | 0.4670 |     0.4613    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0378 |  0.9903  |   0.9904  | 0.9903 |  0.9902  | 0.9858 |     0.9857    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 3.3053 |  0.6104  |   0.5996  | 0.6104 |  0.6044  | 0.4481 |     0.4477    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0420 |  0.9854  |   0.9855  | 0.9854 |  0.9854  | 0.9787 |     0.9787    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 3.4050 |  0.6104  |   0.5934  | 0.6104 |  0.5989  | 0.4442 |     0.4425    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0445 |  0.9838  |   0.9839  | 0.9838 |  0.9837  | 0.9763 |     0.9762    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 3.2290 |  0.6558  |   0.6452  | 0.6558 |  0.6454  | 0.5119 |     0.5097    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0534 |  0.9773  |   0.9772  | 0.9773 |  0.9772  | 0.9668 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 3.6754 |  0.6039  |   0.5948  | 0.6039 |  0.5967  | 0.4415 |     0.4399    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1161 |  0.9643  |   0.9643  | 0.9643 |  0.9641  | 0.9478 |     0.9477    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.5010 |  0.6234  |   0.6202  | 0.6234 |  0.6070  | 0.4659 |     0.4559    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1398 |  0.9578  |   0.9583  | 0.9578 |  0.9579  | 0.9385 |     0.9384    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.4426 |  0.6234  |   0.5933  | 0.6234 |  0.5996  | 0.4603 |     0.4546    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1097 |  0.9659  |   0.9659  | 0.9659 |  0.9658  | 0.9502 |     0.9501    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.7486 |  0.5844  |   0.5627  | 0.5844 |  0.5643  | 0.4030 |     0.3990    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0990 |  0.9675  |   0.9682  | 0.9675 |  0.9671  | 0.9526 |     0.9522    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.5233 |  0.6104  |   0.6030  | 0.6104 |  0.6008  | 0.4455 |     0.4416    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0757 |  0.9789  |   0.9789  | 0.9789 |  0.9788  | 0.9692 |     0.9692    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 4.0509 |  0.5714  |   0.6051  | 0.5714 |  0.5573  | 0.4046 |     0.3811    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.2415 |  0.9253  |   0.9262  | 0.9253 |  0.9256  | 0.8911 |     0.8910    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.4632 |  0.5844  |   0.5757  | 0.5844 |  0.5695  | 0.4117 |     0.4054    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1162 |  0.9643  |   0.9642  | 0.9643 |  0.9642  | 0.9478 |     0.9477    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.5482 |  0.6039  |   0.5910  | 0.6039 |  0.5839  | 0.4336 |     0.4250    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0934 |  0.9643  |   0.9644  | 0.9643 |  0.9643  | 0.9478 |     0.9478    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.8064 |  0.5779  |   0.5552  | 0.5779 |  0.5582  | 0.3959 |     0.3907    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  1.0198331266641616
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.3734 |  0.3442  |   0.2873  | 0.3442 |  0.2586  | -0.0043 |    -0.0032    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2825 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2014 |  0.4968  |   0.3771  | 0.4968 |  0.4273  | 0.2063 |     0.1927    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2181 |  0.5325  |   0.3822  | 0.5325 |  0.4389  | 0.3206 |     0.2858    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1144 |  0.5893  |   0.4448  | 0.5893 |  0.5070  | 0.3618 |     0.3400    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1067 |  0.5584  |   0.3934  | 0.5584 |  0.4597  | 0.3574 |     0.3244    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1493 |  0.5682  |   0.4304  | 0.5682 |  0.4890  | 0.3275 |     0.3070    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.2083 |  0.5000  |   0.4011  | 0.5000 |  0.4133  | 0.3006 |     0.2393    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1078 |  0.5893  |   0.4448  | 0.5893 |  0.5070  | 0.3619 |     0.3400    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.2233 |  0.5260  |   0.3984  | 0.5260 |  0.4340  | 0.3297 |     0.2777    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.1818 |  0.5179  |   0.3963  | 0.5179 |  0.4409  | 0.2461 |     0.2223    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0742 |  0.5714  |   0.4108  | 0.5714 |  0.4721  | 0.3861 |     0.3452    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0431 |  0.6120  |   0.4648  | 0.6120 |  0.5271  | 0.4032 |     0.3775    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0584 |  0.5779  |   0.4108  | 0.5779 |  0.4768  | 0.3928 |     0.3546    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0205 |  0.6201  |   0.4696  | 0.6201 |  0.5341  | 0.4155 |     0.3901    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.93batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0480 |  0.5909  |   0.4260  | 0.5909 |  0.4890  | 0.4194 |     0.3750    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9818 |  0.6347  |   0.4818  | 0.6347 |  0.5467  | 0.4417 |     0.4138    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 0.9849 |  0.5974  |   0.4220  | 0.5974 |  0.4926  | 0.4230 |     0.3840    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9654 |  0.6429  |   0.4870  | 0.6429 |  0.5537  | 0.4545 |     0.4266    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 0.9758 |  0.5844  |   0.4141  | 0.5844 |  0.4827  | 0.4011 |     0.3642    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9451 |  0.6396  |   0.4850  | 0.6396 |  0.5510  | 0.4493 |     0.4215    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9932 |  0.6039  |   0.4258  | 0.6039 |  0.4977  | 0.4332 |     0.3939    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8779 |  0.6672  |   0.5958  | 0.6672 |  0.5796  | 0.4953 |     0.4666    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0230 |  0.5844  |   0.4130  | 0.5844 |  0.4815  | 0.4019 |     0.3643    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8277 |  0.6737  |   0.6391  | 0.6737 |  0.6232  | 0.5044 |     0.4891    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0787 |  0.5779  |   0.4225  | 0.5779 |  0.4813  | 0.3975 |     0.3577    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.39batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8176 |  0.6688  |   0.6281  | 0.6688 |  0.6008  | 0.4973 |     0.4752    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0035 |  0.5714  |   0.6034  | 0.5714 |  0.5062  | 0.3776 |     0.3565    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7399 |  0.7094  |   0.6974  | 0.7094 |  0.6729  | 0.5624 |     0.5488    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.1036 |  0.5649  |   0.5321  | 0.5649 |  0.5326  | 0.3692 |     0.3617    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6503 |  0.7565  |   0.7414  | 0.7565 |  0.7444  | 0.6377 |     0.6349    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.1083 |  0.5974  |   0.5657  | 0.5974 |  0.5533  | 0.4198 |     0.4037    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.5939 |  0.7808  |   0.7838  | 0.7808 |  0.7752  | 0.6753 |     0.6731    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 13.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.4789 |  0.5779  |   0.6022  | 0.5779 |  0.5720  | 0.4048 |     0.3946    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6653 |  0.7451  |   0.7391  | 0.7451 |  0.7336  | 0.6197 |     0.6153    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.1590 |  0.5779  |   0.5293  | 0.5779 |  0.5425  | 0.3906 |     0.3831    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.5825 |  0.7711  |   0.7642  | 0.7711 |  0.7630  | 0.6597 |     0.6573    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.2813 |  0.5779  |   0.5529  | 0.5779 |  0.5592  | 0.3980 |     0.3950    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.5217 |  0.8101  |   0.8026  | 0.8101 |  0.8038  | 0.7189 |     0.7174    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.2848 |  0.5844  |   0.5718  | 0.5844 |  0.5695  | 0.4064 |     0.4003    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.4199 |  0.8523  |   0.8484  | 0.8523 |  0.8484  | 0.7819 |     0.7809    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.4776 |  0.5649  |   0.5434  | 0.5649 |  0.5462  | 0.3766 |     0.3719    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.3276 |  0.8847  |   0.8840  | 0.8847 |  0.8836  | 0.8306 |     0.8302    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.8214 |  0.5714  |   0.5597  | 0.5714 |  0.5465  | 0.3840 |     0.3781    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.3472 |  0.8701  |   0.8680  | 0.8701 |  0.8688  | 0.8095 |     0.8093    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 2.1048 |  0.5390  |   0.5617  | 0.5390 |  0.5405  | 0.3497 |     0.3435    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.3519 |  0.8669  |   0.8681  | 0.8669 |  0.8667  | 0.8049 |     0.8046    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.6575 |  0.5974  |   0.5954  | 0.5974 |  0.5918  | 0.4327 |     0.4308    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3190 |  0.8766  |   0.8754  | 0.8766 |  0.8735  | 0.8185 |     0.8171    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 2.1274 |  0.5974  |   0.5942  | 0.5974 |  0.5903  | 0.4323 |     0.4293    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2769 |  0.8994  |   0.8986  | 0.8994 |  0.8988  | 0.8526 |     0.8525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 2.2412 |  0.5779  |   0.5840  | 0.5779 |  0.5677  | 0.4041 |     0.3960    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2578 |  0.9140  |   0.9135  | 0.9140 |  0.9136  | 0.8739 |     0.8738    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 2.5199 |  0.6169  |   0.6047  | 0.6169 |  0.5893  | 0.4504 |     0.4379    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.5618 |  0.8474  |   0.8499  | 0.8474 |  0.8479  | 0.7787 |     0.7783    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.4762 |  0.5649  |   0.4579  | 0.5649 |  0.5012  | 0.3674 |     0.3527    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.4889 |  0.8279  |   0.8378  | 0.8279 |  0.8164  | 0.7468 |     0.7390    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.0837 |  0.6234  |   0.6420  | 0.6234 |  0.6267  | 0.4763 |     0.4729    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.2724 |  0.9107  |   0.9109  | 0.9107 |  0.9107  | 0.8694 |     0.8694    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.9032 |  0.6039  |   0.6057  | 0.6039 |  0.5883  | 0.4376 |     0.4278    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1664 |  0.9432  |   0.9443  | 0.9432 |  0.9432  | 0.9170 |     0.9168    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.3321 |  0.5584  |   0.5435  | 0.5584 |  0.5427  | 0.3711 |     0.3675    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1687 |  0.9367  |   0.9367  | 0.9367 |  0.9363  | 0.9071 |     0.9069    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.2799 |  0.5974  |   0.5655  | 0.5974 |  0.5752  | 0.4234 |     0.4196    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1658 |  0.9432  |   0.9440  | 0.9432 |  0.9432  | 0.9170 |     0.9169    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.6894 |  0.5649  |   0.5578  | 0.5649 |  0.5503  | 0.3792 |     0.3722    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1318 |  0.9481  |   0.9477  | 0.9481 |  0.9478  | 0.9240 |     0.9239    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.8798 |  0.6039  |   0.5853  | 0.6039 |  0.5909  | 0.4335 |     0.4315    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1372 |  0.9545  |   0.9545  | 0.9545 |  0.9544  | 0.9335 |     0.9334    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 3.1834 |  0.6169  |   0.5868  | 0.6169 |  0.5874  | 0.4483 |     0.4402    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1993 |  0.9464  |   0.9471  | 0.9464 |  0.9463  | 0.9215 |     0.9212    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.1680 |  0.6039  |   0.5913  | 0.6039 |  0.5969  | 0.4388 |     0.4384    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1129 |  0.9675  |   0.9682  | 0.9675 |  0.9674  | 0.9528 |     0.9524    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.2936 |  0.6104  |   0.5795  | 0.6104 |  0.5899  | 0.4415 |     0.4384    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0810 |  0.9740  |   0.9741  | 0.9740 |  0.9740  | 0.9620 |     0.9620    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.5371 |  0.6039  |   0.5939  | 0.6039 |  0.5939  | 0.4347 |     0.4319    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1074 |  0.9578  |   0.9578  | 0.9578 |  0.9574  | 0.9383 |     0.9381    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 3.3447 |  0.5779  |   0.5638  | 0.5779 |  0.5601  | 0.4016 |     0.3970    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0998 |  0.9692  |   0.9696  | 0.9692 |  0.9692  | 0.9552 |     0.9550    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.8161 |  0.5649  |   0.5535  | 0.5649 |  0.5581  | 0.3839 |     0.3833    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0759 |  0.9805  |   0.9806  | 0.9805 |  0.9805  | 0.9715 |     0.9715    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 3.3402 |  0.5455  |   0.5546  | 0.5455 |  0.5463  | 0.3583 |     0.3566    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0932 |  0.9659  |   0.9666  | 0.9659 |  0.9659  | 0.9503 |     0.9502    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 3.4008 |  0.5519  |   0.5294  | 0.5519 |  0.5325  | 0.3671 |     0.3621    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1170 |  0.9659  |   0.9671  | 0.9659 |  0.9660  | 0.9504 |     0.9502    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.3829 |  0.5844  |   0.5587  | 0.5844 |  0.5667  | 0.4046 |     0.4019    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1122 |  0.9627  |   0.9628  | 0.9627 |  0.9627  | 0.9455 |     0.9454    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.1658 |  0.5390  |   0.5485  | 0.5390 |  0.5349  | 0.3575 |     0.3531    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1119 |  0.9724  |   0.9726  | 0.9724 |  0.9724  | 0.9597 |     0.9597    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.0102 |  0.5974  |   0.5677  | 0.5974 |  0.5774  | 0.4250 |     0.4220    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0770 |  0.9724  |   0.9725  | 0.9724 |  0.9723  | 0.9597 |     0.9596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.5264 |  0.5714  |   0.5726  | 0.5714 |  0.5683  | 0.4002 |     0.3983    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0652 |  0.9692  |   0.9695  | 0.9692 |  0.9692  | 0.9550 |     0.9550    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.5142 |  0.5584  |   0.5497  | 0.5584 |  0.5507  | 0.3739 |     0.3716    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0506 |  0.9838  |   0.9838  | 0.9838 |  0.9837  | 0.9763 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 3.7500 |  0.5779  |   0.5641  | 0.5779 |  0.5643  | 0.3985 |     0.3958    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1149 |  0.9708  |   0.9709  | 0.9708 |  0.9706  | 0.9574 |     0.9572    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 3.3951 |  0.5130  |   0.4951  | 0.5130 |  0.4949  | 0.3111 |     0.3071    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0751 |  0.9740  |   0.9744  | 0.9740 |  0.9739  | 0.9621 |     0.9620    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 3.3658 |  0.5909  |   0.5779  | 0.5909 |  0.5725  | 0.4206 |     0.4157    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9757845789194107
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3752 |  0.3636  |   0.3323  | 0.3636 |  0.2861  | 0.0154 |     0.0117    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2982 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2242 |  0.4838  |   0.3749  | 0.4838 |  0.4053  | 0.1926 |     0.1659    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2418 |  0.4870  |   0.4647  | 0.4870 |  0.3994  | 0.3322 |     0.2218    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1652 |  0.5795  |   0.4401  | 0.5795 |  0.4990  | 0.3477 |     0.3254    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2435 |  0.5000  |   0.4392  | 0.5000 |  0.4096  | 0.3355 |     0.2407    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1142 |  0.5844  |   0.4444  | 0.5844 |  0.5035  | 0.3562 |     0.3332    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1073 |  0.5455  |   0.3849  | 0.5455 |  0.4421  | 0.3440 |     0.3002    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0238 |  0.6169  |   0.4676  | 0.6169 |  0.5314  | 0.4103 |     0.3850    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0241 |  0.5974  |   0.4252  | 0.5974 |  0.4938  | 0.4248 |     0.3843    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0706 |  0.6234  |   0.4718  | 0.6234 |  0.5368  | 0.4209 |     0.3953    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0997 |  0.6039  |   0.4312  | 0.6039 |  0.4984  | 0.4390 |     0.3946    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 0.9820 |  0.6445  |   0.4862  | 0.6445 |  0.5541  | 0.4563 |     0.4285    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 0.9240 |  0.6169  |   0.4526  | 0.6169 |  0.5133  | 0.4685 |     0.4150    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9447 |  0.6558  |   0.5034  | 0.6558 |  0.5667  | 0.4812 |     0.4481    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0262 |  0.6039  |   0.4205  | 0.6039 |  0.4957  | 0.4299 |     0.3930    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9677 |  0.6396  |   0.4865  | 0.6396 |  0.5518  | 0.4497 |     0.4216    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 0.9971 |  0.5974  |   0.4580  | 0.5974 |  0.5009  | 0.4511 |     0.3862    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9160 |  0.6542  |   0.5031  | 0.6542 |  0.5651  | 0.4800 |     0.4457    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 0.9799 |  0.6104  |   0.4432  | 0.6104 |  0.5074  | 0.4527 |     0.4047    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.8776 |  0.6591  |   0.5540  | 0.6591 |  0.5706  | 0.4819 |     0.4534    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0163 |  0.5974  |   0.5553  | 0.5974 |  0.5243  | 0.4550 |     0.3911    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8690 |  0.6672  |   0.6381  | 0.6672 |  0.6106  | 0.4974 |     0.4764    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9881 |  0.6039  |   0.4821  | 0.6039 |  0.5183  | 0.4276 |     0.4001    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8851 |  0.6802  |   0.6275  | 0.6802 |  0.6157  | 0.5193 |     0.4955    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9856 |  0.6104  |   0.5619  | 0.6104 |  0.5336  | 0.4382 |     0.4114    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8364 |  0.6916  |   0.6869  | 0.6916 |  0.6294  | 0.5355 |     0.5124    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9146 |  0.6039  |   0.4895  | 0.6039 |  0.5242  | 0.4327 |     0.4022    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7951 |  0.7013  |   0.6771  | 0.7013 |  0.6639  | 0.5501 |     0.5373    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9668 |  0.5909  |   0.5673  | 0.5909 |  0.5477  | 0.4250 |     0.3945    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.7473 |  0.7062  |   0.6881  | 0.7062 |  0.6736  | 0.5599 |     0.5468    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0173 |  0.5649  |   0.5245  | 0.5649 |  0.5331  | 0.3764 |     0.3667    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.7165 |  0.7240  |   0.7069  | 0.7240 |  0.7036  | 0.5866 |     0.5801    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9846 |  0.6104  |   0.5400  | 0.6104 |  0.5564  | 0.4361 |     0.4229    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.7034 |  0.7435  |   0.7328  | 0.7435 |  0.7088  | 0.6193 |     0.6032    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 0.9800 |  0.6234  |   0.5952  | 0.6234 |  0.5970  | 0.4624 |     0.4526    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.6264 |  0.7695  |   0.7600  | 0.7695 |  0.7583  | 0.6575 |     0.6536    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.1065 |  0.6169  |   0.5679  | 0.6169 |  0.5620  | 0.4457 |     0.4294    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.5824 |  0.7614  |   0.7537  | 0.7614 |  0.7420  | 0.6445 |     0.6364    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.2209 |  0.5779  |   0.5627  | 0.5779 |  0.5633  | 0.3987 |     0.3940    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.5863 |  0.7955  |   0.7912  | 0.7955 |  0.7875  | 0.6980 |     0.6941    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.0018 |  0.6169  |   0.6075  | 0.6169 |  0.5964  | 0.4556 |     0.4445    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.5064 |  0.8084  |   0.8031  | 0.8084 |  0.8007  | 0.7171 |     0.7138    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.1232 |  0.6039  |   0.5710  | 0.6039 |  0.5809  | 0.4309 |     0.4271    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.5051 |  0.8003  |   0.7943  | 0.8003 |  0.7947  | 0.7050 |     0.7033    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.3645 |  0.5390  |   0.4938  | 0.5390 |  0.5062  | 0.3347 |     0.3288    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.4513 |  0.8247  |   0.8236  | 0.8247 |  0.8156  | 0.7409 |     0.7361    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.0976 |  0.6234  |   0.6004  | 0.6234 |  0.6081  | 0.4617 |     0.4595    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3852 |  0.8636  |   0.8607  | 0.8636 |  0.8607  | 0.7992 |     0.7983    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.3112 |  0.5714  |   0.5829  | 0.5714 |  0.5757  | 0.4049 |     0.4039    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3554 |  0.8718  |   0.8708  | 0.8718 |  0.8691  | 0.8118 |     0.8103    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.8314 |  0.5260  |   0.5418  | 0.5260 |  0.5300  | 0.3419 |     0.3396    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.3550 |  0.8506  |   0.8472  | 0.8506 |  0.8472  | 0.7796 |     0.7786    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.3292 |  0.6039  |   0.5946  | 0.6039 |  0.5900  | 0.4369 |     0.4315    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.3431 |  0.8669  |   0.8667  | 0.8669 |  0.8662  | 0.8050 |     0.8044    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.4354 |  0.5909  |   0.5552  | 0.5909 |  0.5590  | 0.4120 |     0.4049    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.3143 |  0.8815  |   0.8799  | 0.8815 |  0.8787  | 0.8255 |     0.8244    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.3218 |  0.6104  |   0.5797  | 0.6104 |  0.5881  | 0.4407 |     0.4367    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.3318 |  0.8685  |   0.8702  | 0.8685 |  0.8689  | 0.8079 |     0.8077    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.2751 |  0.6494  |   0.6149  | 0.6494 |  0.6241  | 0.4969 |     0.4919    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.2485 |  0.9042  |   0.9035  | 0.9042 |  0.9032  | 0.8598 |     0.8594    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.5419 |  0.5974  |   0.5799  | 0.5974 |  0.5849  | 0.4269 |     0.4251    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1974 |  0.9367  |   0.9363  | 0.9367 |  0.9364  | 0.9074 |     0.9073    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.9349 |  0.5649  |   0.5409  | 0.5649 |  0.5419  | 0.3768 |     0.3689    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.2790 |  0.8912  |   0.8917  | 0.8912 |  0.8910  | 0.8412 |     0.8408    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 1.7208 |  0.5649  |   0.5619  | 0.5649 |  0.5524  | 0.3828 |     0.3792    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.2684 |  0.9253  |   0.9255  | 0.9253 |  0.9244  | 0.8905 |     0.8900    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.7142 |  0.5779  |   0.5548  | 0.5779 |  0.5614  | 0.3971 |     0.3938    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.2216 |  0.9253  |   0.9244  | 0.9253 |  0.9243  | 0.8904 |     0.8901    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.6416 |  0.6039  |   0.5451  | 0.6039 |  0.5595  | 0.4270 |     0.4177    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1190 |  0.9578  |   0.9579  | 0.9578 |  0.9576  | 0.9382 |     0.9381    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.8375 |  0.6558  |   0.6305  | 0.6558 |  0.6390  | 0.5092 |     0.5066    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1034 |  0.9659  |   0.9659  | 0.9659 |  0.9658  | 0.9501 |     0.9501    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.3038 |  0.5714  |   0.5915  | 0.5714 |  0.5783  | 0.4022 |     0.4006    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0967 |  0.9643  |   0.9647  | 0.9643 |  0.9644  | 0.9479 |     0.9479    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.3627 |  0.6429  |   0.6134  | 0.6429 |  0.6174  | 0.4881 |     0.4823    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1137 |  0.9578  |   0.9577  | 0.9578 |  0.9577  | 0.9383 |     0.9382    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.6100 |  0.6104  |   0.5704  | 0.6104 |  0.5795  | 0.4408 |     0.4337    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0733 |  0.9773  |   0.9773  | 0.9773 |  0.9773  | 0.9668 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.2876 |  0.6234  |   0.5902  | 0.6234 |  0.6003  | 0.4623 |     0.4575    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1132 |  0.9708  |   0.9707  | 0.9708 |  0.9707  | 0.9573 |     0.9573    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.2714 |  0.6039  |   0.6128  | 0.6039 |  0.6053  | 0.4434 |     0.4414    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0899 |  0.9643  |   0.9643  | 0.9643 |  0.9642  | 0.9478 |     0.9477    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.5506 |  0.6169  |   0.5814  | 0.6169 |  0.5904  | 0.4488 |     0.4437    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.2192 |  0.9367  |   0.9368  | 0.9367 |  0.9363  | 0.9074 |     0.9072    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 1.9707 |  0.5974  |   0.6097  | 0.5974 |  0.6029  | 0.4390 |     0.4387    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1520 |  0.9529  |   0.9529  | 0.9529 |  0.9529  | 0.9312 |     0.9312    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 1.6767 |  0.6299  |   0.5921  | 0.6299 |  0.5959  | 0.4675 |     0.4593    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0808 |  0.9692  |   0.9692  | 0.9692 |  0.9690  | 0.9549 |     0.9548    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.1048 |  0.5844  |   0.5989  | 0.5844 |  0.5888  | 0.4219 |     0.4201    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0913 |  0.9627  |   0.9629  | 0.9627 |  0.9627  | 0.9456 |     0.9455    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.3157 |  0.6104  |   0.5768  | 0.6104 |  0.5816  | 0.4431 |     0.4343    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0866 |  0.9675  |   0.9675  | 0.9675 |  0.9675  | 0.9525 |     0.9525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.2826 |  0.6364  |   0.6196  | 0.6364 |  0.6241  | 0.4828 |     0.4803    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1196 |  0.9675  |   0.9676  | 0.9675 |  0.9675  | 0.9525 |     0.9525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.5542 |  0.6169  |   0.6418  | 0.6169 |  0.6039  | 0.4619 |     0.4548    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1543 |  0.9529  |   0.9531  | 0.9529 |  0.9526  | 0.9313 |     0.9310    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 1.8839 |  0.6299  |   0.6123  | 0.6299 |  0.6149  | 0.4729 |     0.4689    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.1295 |  0.9545  |   0.9551  | 0.9545 |  0.9546  | 0.9338 |     0.9337    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.0422 |  0.6623  |   0.6729  | 0.6623 |  0.6568  | 0.5294 |     0.5248    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9146114602684975
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.3315 |  0.3815  |   0.3440  | 0.3815 |  0.2698  | -0.0061 |    -0.0035    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3183 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2844 |  0.3864  |   0.2892  | 0.3864 |  0.3117  | 0.0089 |     0.0074    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3168 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2637 |  0.4188  |   0.3201  | 0.4188 |  0.3599  | 0.0741 |     0.0686    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2750 |  0.4935  |   0.3810  | 0.4935 |  0.3961  | 0.2816 |     0.2175    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1489 |  0.5601  |   0.4283  | 0.5601 |  0.4808  | 0.3164 |     0.2911    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1422 |  0.5325  |   0.3791  | 0.5325 |  0.4393  | 0.3166 |     0.2852    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1164 |  0.5698  |   0.4310  | 0.5698 |  0.4902  | 0.3288 |     0.3081    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0522 |  0.5649  |   0.3938  | 0.5649 |  0.4638  | 0.3652 |     0.3336    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0696 |  0.5860  |   0.4425  | 0.5860 |  0.5039  | 0.3565 |     0.3343    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0425 |  0.5844  |   0.4059  | 0.5844 |  0.4791  | 0.3969 |     0.3628    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0189 |  0.5974  |   0.4511  | 0.5974 |  0.5140  | 0.3759 |     0.3533    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0148 |  0.5714  |   0.4152  | 0.5714 |  0.4728  | 0.3901 |     0.3456    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0105 |  0.6071  |   0.4597  | 0.6071 |  0.5225  | 0.3941 |     0.3695    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0385 |  0.5779  |   0.4240  | 0.5779 |  0.4790  | 0.4045 |     0.3557    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9894 |  0.6039  |   0.4576  | 0.6039 |  0.5196  | 0.3890 |     0.3644    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0415 |  0.5844  |   0.5918  | 0.5844 |  0.4956  | 0.4283 |     0.3677    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9441 |  0.6250  |   0.5587  | 0.6250 |  0.5459  | 0.4275 |     0.4005    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0376 |  0.5779  |   0.4969  | 0.5779 |  0.5015  | 0.3881 |     0.3603    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9105 |  0.6347  |   0.6494  | 0.6347 |  0.5656  | 0.4430 |     0.4186    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0970 |  0.5714  |   0.5707  | 0.5714 |  0.5404  | 0.3987 |     0.3739    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8695 |  0.6672  |   0.6620  | 0.6672 |  0.6410  | 0.4998 |     0.4907    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.1708 |  0.5649  |   0.5514  | 0.5649 |  0.5335  | 0.3807 |     0.3615    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8256 |  0.6851  |   0.6736  | 0.6851 |  0.6578  | 0.5276 |     0.5167    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0348 |  0.5909  |   0.5806  | 0.5909 |  0.5410  | 0.4052 |     0.3881    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.7661 |  0.7127  |   0.7005  | 0.7127 |  0.6936  | 0.5701 |     0.5632    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0684 |  0.5649  |   0.5129  | 0.5649 |  0.5109  | 0.3695 |     0.3542    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.6712 |  0.7451  |   0.7393  | 0.7451 |  0.7316  | 0.6217 |     0.6150    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.1301 |  0.5714  |   0.5270  | 0.5714 |  0.5314  | 0.3806 |     0.3719    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6705 |  0.7435  |   0.7295  | 0.7435 |  0.7289  | 0.6169 |     0.6128    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.1664 |  0.6104  |   0.5787  | 0.6104 |  0.5810  | 0.4389 |     0.4306    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.6281 |  0.7581  |   0.7450  | 0.7581 |  0.7411  | 0.6393 |     0.6338    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.1165 |  0.6429  |   0.6671  | 0.6429 |  0.6430  | 0.5030 |     0.4953    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6111 |  0.7646  |   0.7618  | 0.7646 |  0.7629  | 0.6549 |     0.6548    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.1949 |  0.6753  |   0.6731  | 0.6753 |  0.6509  | 0.5419 |     0.5256    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.4959 |  0.7971  |   0.7957  | 0.7971 |  0.7903  | 0.6986 |     0.6955    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.3053 |  0.6039  |   0.5692  | 0.6039 |  0.5780  | 0.4316 |     0.4266    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.3722 |  0.8636  |   0.8624  | 0.8636 |  0.8617  | 0.7990 |     0.7983    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.4380 |  0.6299  |   0.6193  | 0.6299 |  0.6214  | 0.4730 |     0.4710    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.2910 |  0.8912  |   0.8898  | 0.8912 |  0.8901  | 0.8403 |     0.8400    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.8103 |  0.6429  |   0.6439  | 0.6429 |  0.5960  | 0.4862 |     0.4691    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.2817 |  0.8961  |   0.8951  | 0.8961 |  0.8950  | 0.8478 |     0.8475    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.6305 |  0.6234  |   0.6103  | 0.6234 |  0.6070  | 0.4641 |     0.4585    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.2640 |  0.8929  |   0.8942  | 0.8929 |  0.8909  | 0.8424 |     0.8411    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.7409 |  0.6364  |   0.6358  | 0.6364 |  0.6323  | 0.4883 |     0.4865    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.2762 |  0.9010  |   0.9016  | 0.9010 |  0.9012  | 0.8556 |     0.8555    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.7751 |  0.5974  |   0.5881  | 0.5974 |  0.5892  | 0.4286 |     0.4271    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.2184 |  0.9253  |   0.9248  | 0.9253 |  0.9249  | 0.8905 |     0.8904    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 2.0413 |  0.5909  |   0.5730  | 0.5909 |  0.5763  | 0.4135 |     0.4107    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.1456 |  0.9367  |   0.9367  | 0.9367 |  0.9363  | 0.9073 |     0.9070    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 2.5760 |  0.6364  |   0.6290  | 0.6364 |  0.6302  | 0.4886 |     0.4874    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.1211 |  0.9578  |   0.9576  | 0.9578 |  0.9576  | 0.9382 |     0.9382    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 2.3958 |  0.6558  |   0.6440  | 0.6558 |  0.6433  | 0.5135 |     0.5086    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.1862 |  0.9399  |   0.9401  | 0.9399 |  0.9400  | 0.9122 |     0.9122    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 2.3410 |  0.6558  |   0.6557  | 0.6558 |  0.6500  | 0.5119 |     0.5090    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.2183 |  0.9075  |   0.9080  | 0.9075 |  0.9067  | 0.8644 |     0.8640    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.0034 |  0.6234  |   0.6125  | 0.6234 |  0.6136  | 0.4639 |     0.4621    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.2617 |  0.9253  |   0.9262  | 0.9253 |  0.9252  | 0.8911 |     0.8906    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.0408 |  0.6429  |   0.6351  | 0.6429 |  0.6174  | 0.4898 |     0.4800    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1887 |  0.9432  |   0.9432  | 0.9432 |  0.9430  | 0.9169 |     0.9168    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.9925 |  0.5974  |   0.5674  | 0.5974 |  0.5740  | 0.4210 |     0.4163    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1219 |  0.9545  |   0.9548  | 0.9545 |  0.9545  | 0.9336 |     0.9334    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.1338 |  0.6558  |   0.6444  | 0.6558 |  0.6442  | 0.5120 |     0.5078    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.0932 |  0.9692  |   0.9693  | 0.9692 |  0.9692  | 0.9550 |     0.9550    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.4166 |  0.6623  |   0.6518  | 0.6623 |  0.6406  | 0.5152 |     0.5074    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.0940 |  0.9740  |   0.9740  | 0.9740 |  0.9740  | 0.9621 |     0.9620    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.5497 |  0.7143  |   0.7080  | 0.7143 |  0.7082  | 0.5936 |     0.5921    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.0458 |  0.9854  |   0.9855  | 0.9854 |  0.9854  | 0.9787 |     0.9787    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.7141 |  0.6818  |   0.6724  | 0.6818 |  0.6644  | 0.5460 |     0.5393    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.0705 |  0.9740  |   0.9747  | 0.9740 |  0.9740  | 0.9622 |     0.9621    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 4.4595 |  0.6039  |   0.6108  | 0.6039 |  0.5765  | 0.4440 |     0.4229    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.3826 |  0.9188  |   0.9196  | 0.9188 |  0.9191  | 0.8819 |     0.8819    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 3.0112 |  0.5519  |   0.5320  | 0.5519 |  0.5189  | 0.3603 |     0.3448    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.3723 |  0.8701  |   0.8700  | 0.8701 |  0.8695  | 0.8095 |     0.8091    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.5690 |  0.6039  |   0.5833  | 0.6039 |  0.5669  | 0.4342 |     0.4170    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.2206 |  0.9156  |   0.9174  | 0.9156 |  0.9156  | 0.8767 |     0.8764    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.7323 |  0.5974  |   0.5676  | 0.5974 |  0.5605  | 0.4169 |     0.4065    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1213 |  0.9432  |   0.9429  | 0.9432 |  0.9429  | 0.9168 |     0.9166    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.1857 |  0.6039  |   0.5918  | 0.6039 |  0.5799  | 0.4373 |     0.4243    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0750 |  0.9724  |   0.9725  | 0.9724 |  0.9723  | 0.9597 |     0.9596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.1531 |  0.6623  |   0.6472  | 0.6623 |  0.6526  | 0.5199 |     0.5185    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0418 |  0.9886  |   0.9887  | 0.9886 |  0.9886  | 0.9834 |     0.9834    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.5215 |  0.6623  |   0.6552  | 0.6623 |  0.6441  | 0.5188 |     0.5099    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0353 |  0.9919  |   0.9919  | 0.9919 |  0.9919  | 0.9881 |     0.9881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.6445 |  0.6623  |   0.6483  | 0.6623 |  0.6473  | 0.5181 |     0.5138    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0344 |  0.9854  |   0.9855  | 0.9854 |  0.9854  | 0.9787 |     0.9786    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.0262 |  0.5909  |   0.5777  | 0.5909 |  0.5722  | 0.4263 |     0.4183    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0227 |  0.9951  |   0.9952  | 0.9951 |  0.9951  | 0.9929 |     0.9929    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.1161 |  0.6169  |   0.6089  | 0.6169 |  0.6026  | 0.4644 |     0.4585    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0152 |  0.9919  |   0.9921  | 0.9919 |  0.9918  | 0.9882 |     0.9881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.2118 |  0.6558  |   0.6415  | 0.6558 |  0.6338  | 0.5083 |     0.5016    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0113 |  0.9951  |   0.9952  | 0.9951 |  0.9951  | 0.9929 |     0.9929    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.4199 |  0.6558  |   0.6439  | 0.6558 |  0.6437  | 0.5082 |     0.5047    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0316 |  0.9919  |   0.9920  | 0.9919 |  0.9918  | 0.9882 |     0.9881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 3.6504 |  0.6558  |   0.6449  | 0.6558 |  0.6360  | 0.5118 |     0.5030    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0286 |  0.9870  |   0.9878  | 0.9870 |  0.9872  | 0.9812 |     0.9811    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 3.8392 |  0.5844  |   0.5761  | 0.5844 |  0.5667  | 0.4181 |     0.4101    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0584 |  0.9838  |   0.9839  | 0.9838 |  0.9838  | 0.9764 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 3.3481 |  0.6494  |   0.6412  | 0.6494 |  0.6430  | 0.5028 |     0.5014    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  1.01475430727005
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.4554 |  0.4042  |   0.3076  | 0.4042 |  0.3205  | 0.0451 |     0.0352    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2504 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2339 |  0.5227  |   0.4020  | 0.5227 |  0.4469  | 0.2542 |     0.2303    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2300 |  0.4740  |   0.3637  | 0.4740 |  0.3713  | 0.2525 |     0.1868    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2210 |  0.4838  |   0.3801  | 0.4838 |  0.4071  | 0.1937 |     0.1657    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2983 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1662 |  0.5146  |   0.3935  | 0.5146 |  0.4410  | 0.2417 |     0.2224    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1414 |  0.5130  |   0.3915  | 0.5130 |  0.4237  | 0.3083 |     0.2580    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1096 |  0.5747  |   0.4346  | 0.5747 |  0.4947  | 0.3374 |     0.3169    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1507 |  0.5195  |   0.3607  | 0.5195 |  0.4258  | 0.2880 |     0.2633    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.1381 |  0.5844  |   0.4415  | 0.5844 |  0.5029  | 0.3538 |     0.3325    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.1904 |  0.5325  |   0.4396  | 0.5325 |  0.4407  | 0.3730 |     0.2891    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0943 |  0.5893  |   0.4505  | 0.5893 |  0.5074  | 0.3676 |     0.3416    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.2170 |  0.5455  |   0.4065  | 0.5455 |  0.4522  | 0.3547 |     0.3067    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0883 |  0.5860  |   0.4435  | 0.5860 |  0.5044  | 0.3574 |     0.3354    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.1577 |  0.5519  |   0.4162  | 0.5519 |  0.4570  | 0.3722 |     0.3170    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0764 |  0.5877  |   0.4446  | 0.5877 |  0.5058  | 0.3600 |     0.3380    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0739 |  0.5390  |   0.3902  | 0.5390 |  0.4458  | 0.3329 |     0.2959    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 1.0248 |  0.6023  |   0.4565  | 0.6023 |  0.5186  | 0.3858 |     0.3617    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0675 |  0.5649  |   0.3999  | 0.5649 |  0.4659  | 0.3691 |     0.3345    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9702 |  0.6412  |   0.5204  | 0.6412 |  0.5555  | 0.4507 |     0.4252    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0760 |  0.5974  |   0.4207  | 0.5974 |  0.4920  | 0.4223 |     0.3839    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9615 |  0.6396  |   0.6188  | 0.6396 |  0.5526  | 0.4479 |     0.4213    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0075 |  0.6039  |   0.4917  | 0.6039 |  0.5135  | 0.4390 |     0.3983    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9267 |  0.6396  |   0.5376  | 0.6396 |  0.5740  | 0.4496 |     0.4316    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0375 |  0.5844  |   0.5504  | 0.5844 |  0.5069  | 0.4293 |     0.3703    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.9054 |  0.6429  |   0.5545  | 0.6429 |  0.5562  | 0.4537 |     0.4271    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0079 |  0.5974  |   0.4315  | 0.5974 |  0.4957  | 0.4292 |     0.3848    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.8335 |  0.6769  |   0.5825  | 0.6769 |  0.6071  | 0.5113 |     0.4886    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9944 |  0.5779  |   0.4958  | 0.5779 |  0.5237  | 0.3986 |     0.3760    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.7723 |  0.6981  |   0.6139  | 0.6981 |  0.6480  | 0.5445 |     0.5313    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0224 |  0.5844  |   0.6320  | 0.5844 |  0.5311  | 0.3986 |     0.3840    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.7060 |  0.7192  |   0.6871  | 0.7192 |  0.6783  | 0.5784 |     0.5678    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9967 |  0.6039  |   0.6128  | 0.6039 |  0.5669  | 0.4326 |     0.4199    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6952 |  0.7338  |   0.7089  | 0.7338 |  0.7104  | 0.6020 |     0.5968    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.1311 |  0.5844  |   0.5635  | 0.5844 |  0.5396  | 0.3989 |     0.3860    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.6985 |  0.7256  |   0.7137  | 0.7256 |  0.7066  | 0.5894 |     0.5840    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.1856 |  0.5779  |   0.5462  | 0.5779 |  0.5219  | 0.3877 |     0.3734    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.6819 |  0.7354  |   0.7183  | 0.7354 |  0.7159  | 0.6039 |     0.5985    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.0510 |  0.5909  |   0.5761  | 0.5909 |  0.5686  | 0.4178 |     0.4059    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.6017 |  0.7662  |   0.7549  | 0.7662 |  0.7485  | 0.6525 |     0.6454    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.1595 |  0.6104  |   0.5954  | 0.6104 |  0.5610  | 0.4473 |     0.4217    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.5954 |  0.7695  |   0.7699  | 0.7695 |  0.7573  | 0.6575 |     0.6534    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.0486 |  0.6429  |   0.6164  | 0.6429 |  0.6057  | 0.4894 |     0.4756    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.5227 |  0.8052  |   0.8062  | 0.8052 |  0.7989  | 0.7111 |     0.7079    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.1914 |  0.5714  |   0.5897  | 0.5714 |  0.5789  | 0.4073 |     0.4064    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.4508 |  0.8409  |   0.8383  | 0.8409 |  0.8373  | 0.7651 |     0.7639    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.2571 |  0.5455  |   0.5445  | 0.5455 |  0.5430  | 0.3566 |     0.3553    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3736 |  0.8555  |   0.8587  | 0.8555 |  0.8568  | 0.7898 |     0.7896    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.6378 |  0.6169  |   0.6528  | 0.6169 |  0.6030  | 0.4598 |     0.4534    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3868 |  0.8442  |   0.8418  | 0.8442 |  0.8421  | 0.7708 |     0.7703    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.4314 |  0.5909  |   0.5550  | 0.5909 |  0.5641  | 0.4120 |     0.4074    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.3898 |  0.8620  |   0.8613  | 0.8620 |  0.8608  | 0.7981 |     0.7973    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.4995 |  0.6364  |   0.6267  | 0.6364 |  0.6219  | 0.4817 |     0.4778    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.3852 |  0.8474  |   0.8454  | 0.8474 |  0.8454  | 0.7754 |     0.7748    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.4320 |  0.5974  |   0.5678  | 0.5974 |  0.5722  | 0.4208 |     0.4153    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.3091 |  0.8750  |   0.8769  | 0.8750 |  0.8755  | 0.8175 |     0.8173    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.6866 |  0.6104  |   0.5842  | 0.6104 |  0.5923  | 0.4431 |     0.4401    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.2349 |  0.9140  |   0.9138  | 0.9140 |  0.9138  | 0.8742 |     0.8742    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.9530 |  0.5779  |   0.5870  | 0.5779 |  0.5418  | 0.3934 |     0.3829    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.2330 |  0.9010  |   0.9006  | 0.9010 |  0.9007  | 0.8551 |     0.8551    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.8989 |  0.6429  |   0.6286  | 0.6429 |  0.6301  | 0.4909 |     0.4883    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.2060 |  0.9221  |   0.9217  | 0.9221 |  0.9213  | 0.8856 |     0.8853    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.9517 |  0.6104  |   0.6094  | 0.6104 |  0.6097  | 0.4526 |     0.4524    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1157 |  0.9610  |   0.9622  | 0.9610 |  0.9614  | 0.9435 |     0.9433    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.3607 |  0.6234  |   0.6058  | 0.6234 |  0.6038  | 0.4598 |     0.4540    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.2387 |  0.9253  |   0.9252  | 0.9253 |  0.9251  | 0.8906 |     0.8906    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.1129 |  0.5649  |   0.5678  | 0.5649 |  0.5622  | 0.3896 |     0.3875    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.3307 |  0.8864  |   0.8862  | 0.8864 |  0.8857  | 0.8337 |     0.8332    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.6567 |  0.6234  |   0.6432  | 0.6234 |  0.6246  | 0.4768 |     0.4720    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.3098 |  0.8896  |   0.8902  | 0.8896 |  0.8886  | 0.8380 |     0.8376    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 1.7496 |  0.5974  |   0.6142  | 0.5974 |  0.6003  | 0.4388 |     0.4358    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.3403 |  0.8831  |   0.8844  | 0.8831 |  0.8830  | 0.8287 |     0.8283    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 1.3269 |  0.6104  |   0.6256  | 0.6104 |  0.6131  | 0.4548 |     0.4525    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.2088 |  0.9237  |   0.9240  | 0.9237 |  0.9231  | 0.8885 |     0.8881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.8819 |  0.6234  |   0.6175  | 0.6234 |  0.6161  | 0.4646 |     0.4620    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1234 |  0.9578  |   0.9579  | 0.9578 |  0.9578  | 0.9384 |     0.9384    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.7678 |  0.6364  |   0.6242  | 0.6364 |  0.6203  | 0.4801 |     0.4760    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0925 |  0.9659  |   0.9662  | 0.9659 |  0.9659  | 0.9502 |     0.9502    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.5173 |  0.6429  |   0.6296  | 0.6429 |  0.6302  | 0.4979 |     0.4948    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0859 |  0.9789  |   0.9788  | 0.9789 |  0.9788  | 0.9691 |     0.9691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.3540 |  0.5844  |   0.5682  | 0.5844 |  0.5717  | 0.4085 |     0.4054    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0807 |  0.9675  |   0.9676  | 0.9675 |  0.9674  | 0.9526 |     0.9525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 3.0091 |  0.6299  |   0.6309  | 0.6299 |  0.6198  | 0.4731 |     0.4694    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0355 |  0.9870  |   0.9871  | 0.9870 |  0.9870  | 0.9810 |     0.9810    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.0805 |  0.6364  |   0.6207  | 0.6364 |  0.6124  | 0.4775 |     0.4689    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0830 |  0.9805  |   0.9805  | 0.9805 |  0.9805  | 0.9715 |     0.9715    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.9860 |  0.6234  |   0.6280  | 0.6234 |  0.6247  | 0.4723 |     0.4717    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0729 |  0.9724  |   0.9728  | 0.9724 |  0.9725  | 0.9599 |     0.9598    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.5434 |  0.6558  |   0.6477  | 0.6558 |  0.6464  | 0.5113 |     0.5075    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.1001 |  0.9805  |   0.9806  | 0.9805 |  0.9805  | 0.9715 |     0.9715    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.9563 |  0.6039  |   0.5823  | 0.6039 |  0.5863  | 0.4381 |     0.4333    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.1151 |  0.9610  |   0.9615  | 0.9610 |  0.9612  | 0.9433 |     0.9433    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.5650 |  0.6494  |   0.6419  | 0.6494 |  0.6381  | 0.5057 |     0.4995    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1423 |  0.9529  |   0.9532  | 0.9529 |  0.9529  | 0.9313 |     0.9313    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.3423 |  0.6429  |   0.6091  | 0.6429 |  0.6203  | 0.4884 |     0.4844    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1132 |  0.9627  |   0.9635  | 0.9627 |  0.9623  | 0.9456 |     0.9453    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.3625 |  0.6039  |   0.6312  | 0.6039 |  0.6029  | 0.4458 |     0.4354    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.1130 |  0.9675  |   0.9673  | 0.9675 |  0.9673  | 0.9525 |     0.9524    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.3603 |  0.6364  |   0.6284  | 0.6364 |  0.6272  | 0.4842 |     0.4806    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9943964049220085
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3656 |  0.3523  |   0.3057  | 0.3523 |  0.3126  | 0.0044 |     0.0041    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3177 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2445 |  0.4205  |   0.3692  | 0.4205 |  0.2948  | 0.1141 |     0.0576    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3821 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2048 |  0.5081  |   0.4174  | 0.5081 |  0.4213  | 0.2572 |     0.2036    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1522 |  0.5455  |   0.3854  | 0.5455 |  0.4490  | 0.3369 |     0.3048    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1155 |  0.5633  |   0.4254  | 0.5633 |  0.4847  | 0.3177 |     0.2985    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1427 |  0.5325  |   0.3861  | 0.5325 |  0.4392  | 0.3243 |     0.2862    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0806 |  0.5925  |   0.4479  | 0.5925 |  0.5099  | 0.3681 |     0.3457    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1299 |  0.5390  |   0.3923  | 0.5390 |  0.4455  | 0.3355 |     0.2961    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0524 |  0.5958  |   0.4499  | 0.5958 |  0.5126  | 0.3732 |     0.3507    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.1378 |  0.5519  |   0.3921  | 0.5519 |  0.4499  | 0.3541 |     0.3104    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.1030 |  0.5568  |   0.4203  | 0.5568 |  0.4790  | 0.3063 |     0.2877    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0873 |  0.5455  |   0.3869  | 0.5455 |  0.4495  | 0.3378 |     0.3050    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0476 |  0.6023  |   0.4558  | 0.6023 |  0.5184  | 0.3852 |     0.3615    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0872 |  0.5519  |   0.4072  | 0.5519 |  0.4581  | 0.3610 |     0.3162    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0173 |  0.6039  |   0.4566  | 0.6039 |  0.5196  | 0.3878 |     0.3641    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.1255 |  0.5390  |   0.3742  | 0.5390 |  0.4416  | 0.3207 |     0.2928    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9895 |  0.6201  |   0.4682  | 0.6201 |  0.5335  | 0.4147 |     0.3897    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0762 |  0.5584  |   0.3883  | 0.5584 |  0.4559  | 0.3561 |     0.3217    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 1.0265 |  0.6088  |   0.4889  | 0.6088 |  0.5311  | 0.3971 |     0.3752    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0524 |  0.5779  |   0.4650  | 0.5779 |  0.4933  | 0.4034 |     0.3621    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 1.0214 |  0.6136  |   0.4995  | 0.6136 |  0.5330  | 0.4094 |     0.3825    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0502 |  0.5714  |   0.4286  | 0.5714 |  0.4788  | 0.3929 |     0.3497    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9712 |  0.6266  |   0.5337  | 0.6266 |  0.5552  | 0.4273 |     0.4063    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0407 |  0.5649  |   0.3961  | 0.5649 |  0.4654  | 0.3648 |     0.3348    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.9870 |  0.6299  |   0.5688  | 0.6299 |  0.5480  | 0.4324 |     0.4073    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0099 |  0.5909  |   0.4218  | 0.5909 |  0.4882  | 0.4158 |     0.3746    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.9166 |  0.6445  |   0.4894  | 0.6445 |  0.5562  | 0.4564 |     0.4301    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.0283 |  0.6039  |   0.4209  | 0.6039 |  0.4957  | 0.4305 |     0.3933    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.8820 |  0.6461  |   0.6335  | 0.6461 |  0.5699  | 0.4588 |     0.4355    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0443 |  0.5909  |   0.5710  | 0.5909 |  0.4978  | 0.4070 |     0.3768    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.8328 |  0.6753  |   0.6485  | 0.6753 |  0.6354  | 0.5111 |     0.4977    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0108 |  0.6299  |   0.5432  | 0.6299 |  0.5502  | 0.4682 |     0.4401    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.7633 |  0.7045  |   0.6888  | 0.7045 |  0.6560  | 0.5558 |     0.5375    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0812 |  0.6169  |   0.5981  | 0.6169 |  0.5975  | 0.4503 |     0.4453    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.7022 |  0.7175  |   0.6954  | 0.7175 |  0.7008  | 0.5779 |     0.5744    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.0481 |  0.6429  |   0.6912  | 0.6429 |  0.6131  | 0.5081 |     0.4770    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.6792 |  0.7305  |   0.7230  | 0.7305 |  0.6980  | 0.6004 |     0.5879    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.93batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.2489 |  0.5779  |   0.5635  | 0.5779 |  0.5431  | 0.3957 |     0.3871    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.7260 |  0.7110  |   0.6925  | 0.7110 |  0.6989  | 0.5700 |     0.5682    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.1338 |  0.5909  |   0.5269  | 0.5909 |  0.5266  | 0.4193 |     0.3860    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.6648 |  0.7273  |   0.7173  | 0.7273 |  0.6943  | 0.5909 |     0.5782    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 0.9986 |  0.6818  |   0.6604  | 0.6818 |  0.6566  | 0.5444 |     0.5366    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.5697 |  0.7808  |   0.7728  | 0.7808 |  0.7734  | 0.6754 |     0.6732    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.1611 |  0.6364  |   0.6100  | 0.6364 |  0.6136  | 0.4827 |     0.4750    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.5101 |  0.8068  |   0.7991  | 0.8068 |  0.8006  | 0.7142 |     0.7128    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.1597 |  0.6169  |   0.5810  | 0.6169 |  0.5859  | 0.4506 |     0.4408    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.4572 |  0.8231  |   0.8161  | 0.8231 |  0.8116  | 0.7386 |     0.7347    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.3614 |  0.5844  |   0.5957  | 0.5844 |  0.5863  | 0.4160 |     0.4138    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.5132 |  0.8101  |   0.8104  | 0.8101 |  0.8101  | 0.7221 |     0.7220    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.2619 |  0.6299  |   0.6332  | 0.6299 |  0.6141  | 0.4710 |     0.4637    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.4287 |  0.8425  |   0.8404  | 0.8425 |  0.8373  | 0.7672 |     0.7649    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.93batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.5119 |  0.6558  |   0.6328  | 0.6558 |  0.6327  | 0.5079 |     0.5002    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.4622 |  0.8490  |   0.8481  | 0.8490 |  0.8485  | 0.7790 |     0.7789    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.2431 |  0.6234  |   0.6190  | 0.6234 |  0.6164  | 0.4694 |     0.4666    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.4122 |  0.8490  |   0.8476  | 0.8490 |  0.8482  | 0.7787 |     0.7786    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.3952 |  0.6299  |   0.6069  | 0.6299 |  0.6102  | 0.4721 |     0.4684    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.3589 |  0.8555  |   0.8546  | 0.8555 |  0.8546  | 0.7877 |     0.7875    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.2355 |  0.6364  |   0.6316  | 0.6364 |  0.6300  | 0.4841 |     0.4815    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.2324 |  0.9221  |   0.9222  | 0.9221 |  0.9220  | 0.8859 |     0.8858    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.5218 |  0.5779  |   0.6030  | 0.5779 |  0.5672  | 0.4109 |     0.3933    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1992 |  0.9269  |   0.9269  | 0.9269 |  0.9263  | 0.8929 |     0.8925    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.5444 |  0.6364  |   0.6418  | 0.6364 |  0.6233  | 0.4890 |     0.4766    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.2052 |  0.9286  |   0.9284  | 0.9286 |  0.9282  | 0.8952 |     0.8951    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.7564 |  0.6364  |   0.6261  | 0.6364 |  0.6214  | 0.4836 |     0.4770    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.2507 |  0.9172  |   0.9185  | 0.9172 |  0.9176  | 0.8791 |     0.8790    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.2356 |  0.5974  |   0.6120  | 0.5974 |  0.6025  | 0.4386 |     0.4372    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.2753 |  0.9075  |   0.9063  | 0.9075 |  0.9067  | 0.8644 |     0.8643    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 1.9534 |  0.6429  |   0.6776  | 0.6429 |  0.6528  | 0.5054 |     0.5017    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1751 |  0.9464  |   0.9467  | 0.9464 |  0.9461  | 0.9217 |     0.9214    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.2377 |  0.6104  |   0.5863  | 0.6104 |  0.5935  | 0.4455 |     0.4421    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1329 |  0.9594  |   0.9596  | 0.9594 |  0.9592  | 0.9406 |     0.9404    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.2485 |  0.6169  |   0.6081  | 0.6169 |  0.6098  | 0.4561 |     0.4550    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.1045 |  0.9675  |   0.9677  | 0.9675 |  0.9676  | 0.9526 |     0.9526    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.7378 |  0.6429  |   0.6188  | 0.6429 |  0.6250  | 0.4903 |     0.4866    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1487 |  0.9562  |   0.9567  | 0.9562 |  0.9562  | 0.9360 |     0.9359    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.3030 |  0.6623  |   0.6545  | 0.6623 |  0.6479  | 0.5222 |     0.5141    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1926 |  0.9318  |   0.9319  | 0.9318 |  0.9315  | 0.9002 |     0.9001    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.6247 |  0.5974  |   0.6411  | 0.5974 |  0.6073  | 0.4421 |     0.4360    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1175 |  0.9594  |   0.9593  | 0.9594 |  0.9593  | 0.9407 |     0.9406    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.5287 |  0.6429  |   0.6352  | 0.6429 |  0.6309  | 0.4940 |     0.4882    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0681 |  0.9773  |   0.9773  | 0.9773 |  0.9772  | 0.9668 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.4143 |  0.6558  |   0.6520  | 0.6558 |  0.6430  | 0.5124 |     0.5043    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0832 |  0.9675  |   0.9678  | 0.9675 |  0.9676  | 0.9526 |     0.9525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.0191 |  0.6753  |   0.6537  | 0.6753 |  0.6570  | 0.5392 |     0.5343    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1404 |  0.9529  |   0.9538  | 0.9529 |  0.9532  | 0.9314 |     0.9314    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.2784 |  0.6299  |   0.6042  | 0.6299 |  0.6093  | 0.4688 |     0.4647    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1047 |  0.9643  |   0.9647  | 0.9643 |  0.9640  | 0.9479 |     0.9475    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.1757 |  0.6364  |   0.6348  | 0.6364 |  0.6344  | 0.4877 |     0.4870    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.1085 |  0.9692  |   0.9692  | 0.9692 |  0.9691  | 0.9549 |     0.9549    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.1204 |  0.6429  |   0.6314  | 0.6429 |  0.6311  | 0.4900 |     0.4870    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.1290 |  0.9627  |   0.9626  | 0.9627 |  0.9626  | 0.9454 |     0.9454    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.8943 |  0.6688  |   0.6467  | 0.6688 |  0.6441  | 0.5308 |     0.5199    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.2041 |  0.9545  |   0.9545  | 0.9545 |  0.9544  | 0.9334 |     0.9334    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 3.0262 |  0.5909  |   0.5783  | 0.5909 |  0.5764  | 0.4168 |     0.4137    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.1235 |  0.9578  |   0.9580  | 0.9578 |  0.9579  | 0.9383 |     0.9383    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.5967 |  0.6299  |   0.6223  | 0.6299 |  0.6197  | 0.4758 |     0.4706    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0812 |  0.9708  |   0.9706  | 0.9708 |  0.9707  | 0.9573 |     0.9572    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.6655 |  0.6039  |   0.6081  | 0.6039 |  0.5994  | 0.4399 |     0.4357    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9986208096146584
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3832 |  0.3766  |   0.3319  | 0.3766 |  0.3352  | 0.0492 |     0.0452    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3112 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2599 |  0.4383  |   0.3574  | 0.4383 |  0.3373  | 0.1304 |     0.0887    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2381 |  0.5390  |   0.3796  | 0.5390 |  0.4371  | 0.3313 |     0.2904    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1639 |  0.5130  |   0.3891  | 0.5130 |  0.4398  | 0.2328 |     0.2157    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1580 |  0.5390  |   0.3816  | 0.5390 |  0.4441  | 0.3260 |     0.2949    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1309 |  0.5909  |   0.4491  | 0.5909 |  0.5090  | 0.3674 |     0.3437    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.0749 |  0.5455  |   0.3855  | 0.5455 |  0.4494  | 0.3362 |     0.3047    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1059 |  0.5860  |   0.4458  | 0.5860 |  0.5049  | 0.3591 |     0.3359    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0953 |  0.5455  |   0.3938  | 0.5455 |  0.4504  | 0.3441 |     0.3058    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0712 |  0.5909  |   0.4478  | 0.5909 |  0.5086  | 0.3665 |     0.3435    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0779 |  0.5455  |   0.4008  | 0.5455 |  0.4516  | 0.3497 |     0.3063    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0512 |  0.5925  |   0.4512  | 0.5925 |  0.5100  | 0.3716 |     0.3465    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0802 |  0.5455  |   0.4110  | 0.5455 |  0.4531  | 0.3573 |     0.3083    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0314 |  0.5974  |   0.4579  | 0.5974 |  0.5161  | 0.3801 |     0.3552    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0498 |  0.5519  |   0.5320  | 0.5519 |  0.4620  | 0.3432 |     0.3150    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9818 |  0.6120  |   0.5853  | 0.6120 |  0.5497  | 0.4031 |     0.3853    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0684 |  0.5519  |   0.4929  | 0.5519 |  0.5029  | 0.3491 |     0.3384    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9401 |  0.6494  |   0.6232  | 0.6494 |  0.6227  | 0.4702 |     0.4633    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0830 |  0.5714  |   0.5513  | 0.5714 |  0.5402  | 0.3867 |     0.3730    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.8782 |  0.6705  |   0.6466  | 0.6705 |  0.6445  | 0.5041 |     0.4966    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0943 |  0.5909  |   0.6117  | 0.5909 |  0.5828  | 0.4267 |     0.4169    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8655 |  0.6640  |   0.6446  | 0.6640 |  0.6487  | 0.4966 |     0.4936    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0748 |  0.5519  |   0.4431  | 0.5519 |  0.4819  | 0.3451 |     0.3269    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8134 |  0.7013  |   0.6858  | 0.7013 |  0.6778  | 0.5506 |     0.5426    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.2239 |  0.5779  |   0.5712  | 0.5779 |  0.5690  | 0.4028 |     0.4003    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8699 |  0.6818  |   0.6701  | 0.6818 |  0.6698  | 0.5242 |     0.5210    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0222 |  0.6104  |   0.5489  | 0.6104 |  0.5623  | 0.4397 |     0.4289    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7637 |  0.6997  |   0.6904  | 0.6997 |  0.6890  | 0.5527 |     0.5492    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.1110 |  0.6104  |   0.5589  | 0.6104 |  0.5702  | 0.4431 |     0.4316    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6717 |  0.7305  |   0.7274  | 0.7305 |  0.7287  | 0.6044 |     0.6043    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.3292 |  0.5519  |   0.5563  | 0.5519 |  0.5425  | 0.3659 |     0.3588    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.5999 |  0.7711  |   0.7657  | 0.7711 |  0.7669  | 0.6619 |     0.6610    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.2178 |  0.5909  |   0.5650  | 0.5909 |  0.5724  | 0.4128 |     0.4097    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.5340 |  0.8068  |   0.8046  | 0.8068 |  0.8028  | 0.7139 |     0.7123    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.4970 |  0.5519  |   0.5680  | 0.5519 |  0.5512  | 0.3727 |     0.3695    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.4570 |  0.8247  |   0.8228  | 0.8247 |  0.8229  | 0.7419 |     0.7414    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.5752 |  0.6169  |   0.6388  | 0.6169 |  0.6077  | 0.4674 |     0.4521    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.3622 |  0.8685  |   0.8689  | 0.8685 |  0.8640  | 0.8063 |     0.8039    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 2.0856 |  0.5779  |   0.6269  | 0.5779 |  0.5895  | 0.4239 |     0.4170    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.3801 |  0.8555  |   0.8536  | 0.8555 |  0.8538  | 0.7875 |     0.7870    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.7396 |  0.5974  |   0.5853  | 0.5974 |  0.5672  | 0.4219 |     0.4115    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.2714 |  0.9042  |   0.9077  | 0.9042 |  0.9046  | 0.8605 |     0.8598    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 2.0268 |  0.5974  |   0.5996  | 0.5974 |  0.5901  | 0.4281 |     0.4233    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.2642 |  0.9140  |   0.9151  | 0.9140 |  0.9138  | 0.8743 |     0.8739    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 2.1106 |  0.5909  |   0.5845  | 0.5909 |  0.5872  | 0.4223 |     0.4220    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.2355 |  0.8977  |   0.8983  | 0.8977 |  0.8971  | 0.8513 |     0.8504    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 2.3245 |  0.5909  |   0.6049  | 0.5909 |  0.5920  | 0.4249 |     0.4228    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.1757 |  0.9351  |   0.9351  | 0.9351 |  0.9347  | 0.9048 |     0.9046    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 2.4583 |  0.5714  |   0.5696  | 0.5714 |  0.5569  | 0.3866 |     0.3823    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.1570 |  0.9432  |   0.9433  | 0.9432 |  0.9432  | 0.9170 |     0.9170    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 2.9105 |  0.6039  |   0.5978  | 0.6039 |  0.5870  | 0.4324 |     0.4267    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2047 |  0.9237  |   0.9238  | 0.9237 |  0.9231  | 0.8881 |     0.8878    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 2.7315 |  0.5844  |   0.5805  | 0.5844 |  0.5821  | 0.4132 |     0.4131    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2084 |  0.9286  |   0.9284  | 0.9286 |  0.9285  | 0.8956 |     0.8955    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 2.7446 |  0.6104  |   0.5907  | 0.6104 |  0.5824  | 0.4388 |     0.4300    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.1365 |  0.9497  |   0.9497  | 0.9497 |  0.9495  | 0.9263 |     0.9262    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.6589 |  0.5974  |   0.5995  | 0.5974 |  0.5800  | 0.4253 |     0.4180    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1157 |  0.9610  |   0.9614  | 0.9610 |  0.9607  | 0.9430 |     0.9428    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.8869 |  0.5844  |   0.5728  | 0.5844 |  0.5779  | 0.4121 |     0.4117    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1185 |  0.9659  |   0.9661  | 0.9659 |  0.9656  | 0.9501 |     0.9499    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 3.5493 |  0.5909  |   0.5958  | 0.5909 |  0.5525  | 0.4097 |     0.3991    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.0927 |  0.9692  |   0.9696  | 0.9692 |  0.9690  | 0.9549 |     0.9547    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 3.2232 |  0.6104  |   0.5974  | 0.6104 |  0.6020  | 0.4469 |     0.4460    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.0761 |  0.9724  |   0.9725  | 0.9724 |  0.9723  | 0.9596 |     0.9596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 3.9141 |  0.6234  |   0.6147  | 0.6234 |  0.6128  | 0.4686 |     0.4641    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.0908 |  0.9610  |   0.9613  | 0.9610 |  0.9610  | 0.9431 |     0.9430    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 4.3070 |  0.5909  |   0.5663  | 0.5909 |  0.5707  | 0.4173 |     0.4116    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1736 |  0.9448  |   0.9447  | 0.9448 |  0.9446  | 0.9192 |     0.9191    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.8556 |  0.5584  |   0.5564  | 0.5584 |  0.5543  | 0.3732 |     0.3715    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1463 |  0.9529  |   0.9528  | 0.9529 |  0.9528  | 0.9312 |     0.9312    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 3.0077 |  0.6169  |   0.6175  | 0.6169 |  0.5997  | 0.4502 |     0.4436    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1151 |  0.9740  |   0.9740  | 0.9740 |  0.9739  | 0.9621 |     0.9620    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 3.1514 |  0.6494  |   0.6462  | 0.6494 |  0.6426  | 0.5034 |     0.5002    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0712 |  0.9724  |   0.9728  | 0.9724 |  0.9722  | 0.9597 |     0.9594    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 4.0622 |  0.5974  |   0.5878  | 0.5974 |  0.5920  | 0.4299 |     0.4295    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0697 |  0.9756  |   0.9756  | 0.9756 |  0.9756  | 0.9644 |     0.9644    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 4.7333 |  0.6039  |   0.5969  | 0.6039 |  0.5986  | 0.4385 |     0.4378    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1080 |  0.9659  |   0.9659  | 0.9659 |  0.9657  | 0.9501 |     0.9500    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 4.4942 |  0.5584  |   0.5863  | 0.5584 |  0.5543  | 0.3863 |     0.3754    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1829 |  0.9497  |   0.9507  | 0.9497 |  0.9499  | 0.9270 |     0.9267    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.9714 |  0.6234  |   0.6322  | 0.6234 |  0.6250  | 0.4712 |     0.4697    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1196 |  0.9545  |   0.9546  | 0.9545 |  0.9544  | 0.9334 |     0.9333    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 3.3594 |  0.5844  |   0.5888  | 0.5844 |  0.5651  | 0.4106 |     0.3988    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0996 |  0.9659  |   0.9664  | 0.9659 |  0.9660  | 0.9503 |     0.9502    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.4333 |  0.6169  |   0.6165  | 0.6169 |  0.6153  | 0.4604 |     0.4594    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1217 |  0.9594  |   0.9595  | 0.9594 |  0.9593  | 0.9406 |     0.9405    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.2561 |  0.6104  |   0.6020  | 0.6104 |  0.6031  | 0.4473 |     0.4454    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0554 |  0.9773  |   0.9772  | 0.9773 |  0.9772  | 0.9668 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.4866 |  0.6039  |   0.6026  | 0.6039 |  0.6020  | 0.4415 |     0.4409    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.1011 |  0.9643  |   0.9643  | 0.9643 |  0.9642  | 0.9478 |     0.9477    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.4158 |  0.6169  |   0.6201  | 0.6169 |  0.6167  | 0.4614 |     0.4605    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0799 |  0.9740  |   0.9744  | 0.9740 |  0.9738  | 0.9621 |     0.9618    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.3327 |  0.6234  |   0.6140  | 0.6234 |  0.6123  | 0.4642 |     0.4602    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0376 |  0.9919  |   0.9919  | 0.9919 |  0.9919  | 0.9881 |     0.9881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 3.5347 |  0.6169  |   0.6060  | 0.6169 |  0.6073  | 0.4556 |     0.4527    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0338 |  0.9870  |   0.9870  | 0.9870 |  0.9869  | 0.9810 |     0.9810    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 4.1503 |  0.6169  |   0.6050  | 0.6169 |  0.6046  | 0.4554 |     0.4510    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0268 |  0.9935  |   0.9936  | 0.9935 |  0.9935  | 0.9905 |     0.9905    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 4.1692 |  0.6169  |   0.6055  | 0.6169 |  0.6071  | 0.4566 |     0.4538    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  1.0221935495734216
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.4535 |  0.3588  |   0.3035  | 0.3588 |  0.2719  | 0.0256 |     0.0192    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3526 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2268 |  0.4042  |   0.3535  | 0.4042 |  0.2935  | 0.0934 |     0.0537    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2758 |  0.4545  |   0.3735  | 0.4545 |  0.3507  | 0.2321 |     0.1555    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1769 |  0.5471  |   0.4227  | 0.5471 |  0.4695  | 0.2968 |     0.2697    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2487 |  0.5195  |   0.3984  | 0.5195 |  0.4231  | 0.3224 |     0.2582    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1544 |  0.5617  |   0.4252  | 0.5617 |  0.4832  | 0.3151 |     0.2949    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1122 |  0.5390  |   0.3751  | 0.5390 |  0.4419  | 0.3220 |     0.2939    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0644 |  0.5812  |   0.4388  | 0.5812 |  0.5000  | 0.3479 |     0.3268    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0972 |  0.5390  |   0.3779  | 0.5390 |  0.4424  | 0.3245 |     0.2946    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0588 |  0.5909  |   0.4461  | 0.5909 |  0.5084  | 0.3647 |     0.3428    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0686 |  0.5714  |   0.3968  | 0.5714 |  0.4681  | 0.3754 |     0.3425    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0546 |  0.5795  |   0.4375  | 0.5795 |  0.4986  | 0.3452 |     0.3244    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0612 |  0.5649  |   0.3925  | 0.5649 |  0.4629  | 0.3645 |     0.3326    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0246 |  0.5958  |   0.4507  | 0.5958 |  0.5131  | 0.3730 |     0.3506    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0378 |  0.5649  |   0.3981  | 0.5649 |  0.4645  | 0.3672 |     0.3329    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9843 |  0.6120  |   0.5205  | 0.6120 |  0.5419  | 0.4015 |     0.3825    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0227 |  0.5714  |   0.4111  | 0.5714 |  0.4765  | 0.3778 |     0.3493    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9289 |  0.6412  |   0.5563  | 0.6412 |  0.5910  | 0.4544 |     0.4426    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0279 |  0.5974  |   0.4928  | 0.5974 |  0.5006  | 0.4200 |     0.3861    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9398 |  0.6250  |   0.6545  | 0.6250 |  0.5776  | 0.4311 |     0.4173    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0173 |  0.5779  |   0.4598  | 0.5779 |  0.5067  | 0.3886 |     0.3693    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8754 |  0.6477  |   0.6279  | 0.6477 |  0.5918  | 0.4631 |     0.4447    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9878 |  0.6169  |   0.5816  | 0.6169 |  0.5166  | 0.4547 |     0.4149    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8142 |  0.6851  |   0.6826  | 0.6851 |  0.6384  | 0.5234 |     0.5073    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0157 |  0.5909  |   0.4995  | 0.5909 |  0.5305  | 0.4169 |     0.3962    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.7822 |  0.6997  |   0.6888  | 0.6997 |  0.6882  | 0.5548 |     0.5514    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0353 |  0.6494  |   0.6564  | 0.6494 |  0.5977  | 0.4984 |     0.4763    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7195 |  0.7354  |   0.7315  | 0.7354 |  0.7030  | 0.6047 |     0.5908    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.1231 |  0.6299  |   0.5747  | 0.6299 |  0.5749  | 0.4679 |     0.4505    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6919 |  0.7468  |   0.7521  | 0.7468 |  0.7427  | 0.6269 |     0.6249    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.1899 |  0.5000  |   0.5058  | 0.5000 |  0.5023  | 0.2996 |     0.2992    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.6888 |  0.7403  |   0.7377  | 0.7403 |  0.7380  | 0.6182 |     0.6176    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.4123 |  0.5909  |   0.5412  | 0.5909 |  0.5275  | 0.4093 |     0.3872    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6304 |  0.7500  |   0.7389  | 0.7500 |  0.7398  | 0.6285 |     0.6259    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.1693 |  0.5584  |   0.5069  | 0.5584 |  0.5255  | 0.3624 |     0.3577    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.5254 |  0.8003  |   0.7954  | 0.8003 |  0.7947  | 0.7042 |     0.7024    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.2966 |  0.5844  |   0.5630  | 0.5844 |  0.5708  | 0.4069 |     0.4052    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.5058 |  0.8231  |   0.8226  | 0.8231 |  0.8224  | 0.7411 |     0.7407    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.3876 |  0.5844  |   0.5601  | 0.5844 |  0.5627  | 0.4029 |     0.3983    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.4450 |  0.8328  |   0.8378  | 0.8328 |  0.8339  | 0.7563 |     0.7558    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.4700 |  0.5909  |   0.5728  | 0.5909 |  0.5660  | 0.4118 |     0.4055    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.4016 |  0.8620  |   0.8641  | 0.8620 |  0.8624  | 0.7994 |     0.7990    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.7497 |  0.6039  |   0.5783  | 0.6039 |  0.5831  | 0.4358 |     0.4321    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.3911 |  0.8847  |   0.8841  | 0.8847 |  0.8834  | 0.8309 |     0.8302    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.5617 |  0.6299  |   0.6184  | 0.6299 |  0.6201  | 0.4735 |     0.4711    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.2663 |  0.9123  |   0.9133  | 0.9123 |  0.9122  | 0.8716 |     0.8714    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.9194 |  0.6169  |   0.6068  | 0.6169 |  0.6097  | 0.4569 |     0.4556    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.2222 |  0.9205  |   0.9205  | 0.9205 |  0.9205  | 0.8838 |     0.8838    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 2.3096 |  0.5909  |   0.5464  | 0.5909 |  0.5576  | 0.4110 |     0.4037    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2448 |  0.9091  |   0.9084  | 0.9091 |  0.9081  | 0.8666 |     0.8662    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 2.1095 |  0.6494  |   0.6375  | 0.6494 |  0.6227  | 0.4986 |     0.4892    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2081 |  0.9205  |   0.9204  | 0.9205 |  0.9203  | 0.8837 |     0.8836    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 2.5765 |  0.6299  |   0.6302  | 0.6299 |  0.6046  | 0.4735 |     0.4592    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.1877 |  0.9383  |   0.9396  | 0.9383 |  0.9387  | 0.9101 |     0.9100    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 2.1316 |  0.5844  |   0.5600  | 0.5844 |  0.5592  | 0.4030 |     0.3960    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.2297 |  0.9205  |   0.9199  | 0.9205 |  0.9199  | 0.8834 |     0.8832    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.3948 |  0.6104  |   0.5568  | 0.6104 |  0.5689  | 0.4403 |     0.4309    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.2023 |  0.9318  |   0.9324  | 0.9318 |  0.9320  | 0.9006 |     0.9005    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.6502 |  0.6429  |   0.6276  | 0.6429 |  0.6204  | 0.4882 |     0.4818    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.2278 |  0.9302  |   0.9312  | 0.9302 |  0.9293  | 0.8975 |     0.8968    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.6552 |  0.6688  |   0.6656  | 0.6688 |  0.6642  | 0.5298 |     0.5283    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.2001 |  0.9269  |   0.9315  | 0.9269 |  0.9282  | 0.8950 |     0.8943    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.2274 |  0.6104  |   0.5707  | 0.6104 |  0.5802  | 0.4385 |     0.4324    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1730 |  0.9497  |   0.9504  | 0.9497 |  0.9495  | 0.9264 |     0.9260    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.3540 |  0.5844  |   0.5828  | 0.5844 |  0.5776  | 0.4136 |     0.4112    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1014 |  0.9708  |   0.9712  | 0.9708 |  0.9708  | 0.9573 |     0.9573    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.8229 |  0.6234  |   0.5949  | 0.6234 |  0.5939  | 0.4577 |     0.4498    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.0894 |  0.9708  |   0.9724  | 0.9708 |  0.9707  | 0.9577 |     0.9570    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.9418 |  0.6104  |   0.5967  | 0.6104 |  0.5975  | 0.4453 |     0.4428    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1087 |  0.9675  |   0.9674  | 0.9675 |  0.9673  | 0.9525 |     0.9524    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 3.4598 |  0.6234  |   0.6048  | 0.6234 |  0.5895  | 0.4564 |     0.4459    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1240 |  0.9578  |   0.9581  | 0.9578 |  0.9577  | 0.9384 |     0.9382    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 3.1443 |  0.6169  |   0.5918  | 0.6169 |  0.6006  | 0.4521 |     0.4499    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.1152 |  0.9578  |   0.9579  | 0.9578 |  0.9577  | 0.9383 |     0.9383    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.6704 |  0.6299  |   0.6106  | 0.6299 |  0.6052  | 0.4700 |     0.4608    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1221 |  0.9675  |   0.9677  | 0.9675 |  0.9673  | 0.9527 |     0.9525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.3810 |  0.6104  |   0.5838  | 0.6104 |  0.5928  | 0.4429 |     0.4404    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1006 |  0.9627  |   0.9626  | 0.9627 |  0.9624  | 0.9453 |     0.9452    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.6421 |  0.6104  |   0.5961  | 0.6104 |  0.5995  | 0.4462 |     0.4441    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.2084 |  0.9383  |   0.9393  | 0.9383 |  0.9384  | 0.9103 |     0.9100    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.7581 |  0.6234  |   0.5900  | 0.6234 |  0.5940  | 0.4573 |     0.4502    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1998 |  0.9334  |   0.9351  | 0.9334 |  0.9338  | 0.9035 |     0.9032    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.8023 |  0.6039  |   0.5899  | 0.6039 |  0.5691  | 0.4341 |     0.4170    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1897 |  0.9464  |   0.9475  | 0.9464 |  0.9453  | 0.9218 |     0.9208    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.1038 |  0.6494  |   0.6359  | 0.6494 |  0.6341  | 0.4995 |     0.4942    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0833 |  0.9756  |   0.9763  | 0.9756 |  0.9755  | 0.9645 |     0.9643    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.6949 |  0.6104  |   0.5928  | 0.6104 |  0.5843  | 0.4465 |     0.4383    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0739 |  0.9773  |   0.9774  | 0.9773 |  0.9772  | 0.9668 |     0.9667    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.1554 |  0.5909  |   0.5878  | 0.5909 |  0.5879  | 0.4237 |     0.4228    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0561 |  0.9789  |   0.9791  | 0.9789 |  0.9789  | 0.9692 |     0.9691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.5110 |  0.6039  |   0.5661  | 0.6039 |  0.5760  | 0.4350 |     0.4294    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0434 |  0.9838  |   0.9841  | 0.9838 |  0.9837  | 0.9764 |     0.9762    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.7040 |  0.6169  |   0.5854  | 0.6169 |  0.5925  | 0.4504 |     0.4454    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0440 |  0.9886  |   0.9887  | 0.9886 |  0.9886  | 0.9834 |     0.9834    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 4.4177 |  0.5714  |   0.5427  | 0.5714 |  0.5505  | 0.3849 |     0.3816    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0730 |  0.9838  |   0.9840  | 0.9838 |  0.9837  | 0.9763 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 3.5364 |  0.6039  |   0.5643  | 0.6039 |  0.5735  | 0.4324 |     0.4267    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0653 |  0.9789  |   0.9789  | 0.9789 |  0.9788  | 0.9692 |     0.9691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 3.5305 |  0.6104  |   0.5984  | 0.6104 |  0.5998  | 0.4472 |     0.4452    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9877914860844612
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 2.5555 |  0.3214  |   0.2756  | 0.3214 |  0.2657  | -0.0423 |    -0.0356    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3787 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.3485 |  0.3685  |   0.1358  | 0.3685 |  0.1985  | 0.0000 |     0.0000    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3453 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2701 |  0.4318  |   0.3257  | 0.4318 |  0.3702  | 0.0917 |     0.0856    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2532 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.2392 |  0.4237  |   0.4227  | 0.4237 |  0.2949  | 0.1398 |     0.0624    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1719 |  0.5584  |   0.3930  | 0.5584 |  0.4576  | 0.3582 |     0.3213    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1249 |  0.5682  |   0.4309  | 0.5682 |  0.4886  | 0.3269 |     0.3051    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1254 |  0.5519  |   0.3848  | 0.5519 |  0.4531  | 0.3434 |     0.3137    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0831 |  0.5828  |   0.4406  | 0.5828 |  0.5010  | 0.3513 |     0.3289    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.1220 |  0.5455  |   0.3958  | 0.5455 |  0.4501  | 0.3467 |     0.3060    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0498 |  0.5974  |   0.4510  | 0.5974 |  0.5140  | 0.3757 |     0.3531    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.1158 |  0.5260  |   0.3984  | 0.5260 |  0.4340  | 0.3297 |     0.2777    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0284 |  0.6055  |   0.4579  | 0.6055 |  0.5213  | 0.3902 |     0.3665    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0490 |  0.5519  |   0.4068  | 0.5519 |  0.4557  | 0.3644 |     0.3165    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0015 |  0.6120  |   0.4637  | 0.6120 |  0.5269  | 0.4023 |     0.3773    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0191 |  0.5779  |   0.4145  | 0.5779 |  0.4775  | 0.3960 |     0.3550    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9837 |  0.6169  |   0.4677  | 0.6169 |  0.5312  | 0.4108 |     0.3851    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0052 |  0.5714  |   0.5453  | 0.5714 |  0.4779  | 0.3754 |     0.3446    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9601 |  0.6250  |   0.5633  | 0.6250 |  0.5430  | 0.4234 |     0.3989    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0003 |  0.5844  |   0.4895  | 0.5844 |  0.4914  | 0.4029 |     0.3670    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9457 |  0.6380  |   0.5960  | 0.6380 |  0.5535  | 0.4482 |     0.4200    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9868 |  0.5909  |   0.4156  | 0.5909 |  0.4863  | 0.4114 |     0.3740    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9220 |  0.6623  |   0.6535  | 0.6623 |  0.5946  | 0.4876 |     0.4637    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9971 |  0.6429  |   0.6066  | 0.6429 |  0.5636  | 0.5026 |     0.4585    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8929 |  0.6786  |   0.6534  | 0.6786 |  0.6275  | 0.5140 |     0.4962    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0528 |  0.6104  |   0.5286  | 0.6104 |  0.5354  | 0.4386 |     0.4115    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.9076 |  0.6623  |   0.6465  | 0.6623 |  0.6092  | 0.4873 |     0.4688    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.0184 |  0.6039  |   0.5220  | 0.6039 |  0.5155  | 0.4278 |     0.3977    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.8730 |  0.6753  |   0.6651  | 0.6753 |  0.6332  | 0.5084 |     0.4931    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0502 |  0.6169  |   0.6072  | 0.6169 |  0.5600  | 0.4476 |     0.4276    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.7841 |  0.6948  |   0.6754  | 0.6948 |  0.6750  | 0.5416 |     0.5364    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0652 |  0.6039  |   0.5849  | 0.6039 |  0.5597  | 0.4336 |     0.4229    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.8095 |  0.7045  |   0.6804  | 0.7045 |  0.6750  | 0.5558 |     0.5463    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0058 |  0.6169  |   0.5653  | 0.6169 |  0.5649  | 0.4476 |     0.4339    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.7028 |  0.7370  |   0.7275  | 0.7370 |  0.7126  | 0.6062 |     0.5970    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.0352 |  0.5974  |   0.5879  | 0.5974 |  0.5640  | 0.4366 |     0.4108    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.6949 |  0.7565  |   0.7547  | 0.7565 |  0.7474  | 0.6385 |     0.6344    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.0552 |  0.6039  |   0.6072  | 0.6039 |  0.5522  | 0.4301 |     0.4052    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.6261 |  0.7646  |   0.7578  | 0.7646 |  0.7500  | 0.6486 |     0.6431    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.1789 |  0.6364  |   0.6215  | 0.6364 |  0.6069  | 0.4799 |     0.4661    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.5808 |  0.7955  |   0.7901  | 0.7955 |  0.7900  | 0.6970 |     0.6955    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.0078 |  0.6558  |   0.6393  | 0.6558 |  0.6361  | 0.5062 |     0.5006    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.5133 |  0.8003  |   0.7972  | 0.8003 |  0.7933  | 0.7055 |     0.7023    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.0283 |  0.6364  |   0.6364  | 0.6364 |  0.6331  | 0.4905 |     0.4888    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.4022 |  0.8442  |   0.8449  | 0.8442 |  0.8432  | 0.7714 |     0.7709    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.2520 |  0.6429  |   0.6324  | 0.6429 |  0.6361  | 0.4952 |     0.4942    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3758 |  0.8701  |   0.8682  | 0.8701 |  0.8686  | 0.8092 |     0.8089    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.3165 |  0.6299  |   0.6164  | 0.6299 |  0.6161  | 0.4700 |     0.4663    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3231 |  0.8880  |   0.8894  | 0.8880 |  0.8867  | 0.8355 |     0.8342    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.8569 |  0.5909  |   0.5711  | 0.5909 |  0.5748  | 0.4178 |     0.4138    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.3737 |  0.8588  |   0.8568  | 0.8588 |  0.8575  | 0.7927 |     0.7925    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.6784 |  0.5909  |   0.5755  | 0.5909 |  0.5673  | 0.4191 |     0.4077    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.3735 |  0.8555  |   0.8546  | 0.8555 |  0.8517  | 0.7872 |     0.7856    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.3104 |  0.5909  |   0.5816  | 0.5909 |  0.5659  | 0.4118 |     0.4019    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.3363 |  0.8750  |   0.8763  | 0.8750 |  0.8737  | 0.8168 |     0.8159    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.8185 |  0.5909  |   0.5675  | 0.5909 |  0.5661  | 0.4166 |     0.4091    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.3852 |  0.8815  |   0.8814  | 0.8815 |  0.8811  | 0.8267 |     0.8264    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.5997 |  0.5649  |   0.5331  | 0.5649 |  0.5375  | 0.3794 |     0.3718    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.2374 |  0.9075  |   0.9072  | 0.9075 |  0.9066  | 0.8644 |     0.8640    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.6379 |  0.5909  |   0.5716  | 0.5909 |  0.5729  | 0.4113 |     0.4070    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.2085 |  0.9253  |   0.9249  | 0.9253 |  0.9244  | 0.8906 |     0.8902    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.1707 |  0.6169  |   0.5963  | 0.6169 |  0.5976  | 0.4518 |     0.4462    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1949 |  0.9367  |   0.9366  | 0.9367 |  0.9364  | 0.9073 |     0.9072    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.1250 |  0.6169  |   0.5967  | 0.6169 |  0.6003  | 0.4534 |     0.4493    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.3107 |  0.8994  |   0.9006  | 0.8994 |  0.8987  | 0.8528 |     0.8523    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.8374 |  0.5584  |   0.5275  | 0.5584 |  0.5348  | 0.3687 |     0.3647    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.2070 |  0.9269  |   0.9272  | 0.9269 |  0.9261  | 0.8928 |     0.8924    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.2352 |  0.6039  |   0.5838  | 0.6039 |  0.5740  | 0.4269 |     0.4176    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1574 |  0.9416  |   0.9422  | 0.9416 |  0.9416  | 0.9147 |     0.9144    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.2664 |  0.5909  |   0.5667  | 0.5909 |  0.5704  | 0.4150 |     0.4096    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.0876 |  0.9659  |   0.9663  | 0.9659 |  0.9657  | 0.9502 |     0.9499    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.7744 |  0.5779  |   0.5509  | 0.5779 |  0.5528  | 0.3945 |     0.3873    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0840 |  0.9740  |   0.9745  | 0.9740 |  0.9741  | 0.9621 |     0.9620    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 3.1208 |  0.5584  |   0.5490  | 0.5584 |  0.5358  | 0.3718 |     0.3654    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1044 |  0.9692  |   0.9695  | 0.9692 |  0.9690  | 0.9549 |     0.9548    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.8409 |  0.5584  |   0.5525  | 0.5584 |  0.5493  | 0.3795 |     0.3761    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1381 |  0.9529  |   0.9530  | 0.9529 |  0.9527  | 0.9312 |     0.9310    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 3.2078 |  0.5584  |   0.5471  | 0.5584 |  0.5427  | 0.3736 |     0.3685    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1432 |  0.9497  |   0.9515  | 0.9497 |  0.9501  | 0.9273 |     0.9270    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.4749 |  0.5584  |   0.5303  | 0.5584 |  0.5261  | 0.3635 |     0.3540    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1253 |  0.9513  |   0.9518  | 0.9513 |  0.9508  | 0.9288 |     0.9283    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.3542 |  0.6104  |   0.6155  | 0.6104 |  0.6062  | 0.4545 |     0.4513    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0961 |  0.9627  |   0.9631  | 0.9627 |  0.9628  | 0.9457 |     0.9456    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.6891 |  0.5519  |   0.5271  | 0.5519 |  0.5298  | 0.3577 |     0.3522    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0875 |  0.9740  |   0.9742  | 0.9740 |  0.9738  | 0.9620 |     0.9619    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.5571 |  0.5519  |   0.5250  | 0.5519 |  0.5290  | 0.3603 |     0.3541    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0870 |  0.9708  |   0.9711  | 0.9708 |  0.9705  | 0.9574 |     0.9572    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.0600 |  0.5844  |   0.5590  | 0.5844 |  0.5616  | 0.4064 |     0.4002    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0673 |  0.9838  |   0.9838  | 0.9838 |  0.9837  | 0.9763 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.0038 |  0.5909  |   0.5766  | 0.5909 |  0.5686  | 0.4165 |     0.4068    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0437 |  0.9903  |   0.9903  | 0.9903 |  0.9903  | 0.9858 |     0.9858    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.3067 |  0.6039  |   0.5848  | 0.6039 |  0.5851  | 0.4353 |     0.4292    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0753 |  0.9756  |   0.9757  | 0.9756 |  0.9756  | 0.9644 |     0.9644    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.8708 |  0.6104  |   0.5828  | 0.6104 |  0.5871  | 0.4430 |     0.4366    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0673 |  0.9805  |   0.9806  | 0.9805 |  0.9805  | 0.9716 |     0.9716    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 3.9052 |  0.5519  |   0.5399  | 0.5519 |  0.5325  | 0.3659 |     0.3572    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0816 |  0.9773  |   0.9774  | 0.9773 |  0.9772  | 0.9668 |     0.9667    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 3.7162 |  0.5714  |   0.5461  | 0.5714 |  0.5494  | 0.3893 |     0.3833    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.986800417304039
Generation 3: Best individual - (0.2, 2048, 1024), Best fitness - 0.9146114602684975
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.3671 |  0.3669  |   0.2735  | 0.3669 |  0.3120  | -0.0207 |    -0.0193    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2714 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2354 |  0.3864  |   0.1493  | 0.3864 |  0.2154  | 0.0000 |     0.0000    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2897 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2055 |  0.4497  |   0.3834  | 0.4497 |  0.3555  | 0.1552 |     0.1073    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2076 |  0.5390  |   0.4000  | 0.5390 |  0.4468  | 0.3416 |     0.2967    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1118 |  0.5812  |   0.4414  | 0.5812 |  0.5005  | 0.3505 |     0.3280    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1013 |  0.5325  |   0.3739  | 0.5325 |  0.4384  | 0.3119 |     0.2843    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0985 |  0.5860  |   0.4446  | 0.5860 |  0.5045  | 0.3586 |     0.3358    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1190 |  0.5455  |   0.3984  | 0.5455 |  0.4519  | 0.3467 |     0.3060    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0791 |  0.6006  |   0.4535  | 0.6006 |  0.5168  | 0.3814 |     0.3584    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0773 |  0.5519  |   0.4021  | 0.5519 |  0.4574  | 0.3566 |     0.3158    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0476 |  0.5844  |   0.4412  | 0.5844 |  0.5028  | 0.3536 |     0.3323    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.1950 |  0.5000  |   0.3565  | 0.5000 |  0.4123  | 0.2623 |     0.2358    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0357 |  0.6023  |   0.4569  | 0.6023 |  0.5186  | 0.3863 |     0.3618    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0570 |  0.5584  |   0.4108  | 0.5584 |  0.4636  | 0.3707 |     0.3260    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0037 |  0.6071  |   0.4583  | 0.6071 |  0.5223  | 0.3924 |     0.3687    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0028 |  0.5714  |   0.4013  | 0.5714 |  0.4695  | 0.3793 |     0.3443    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9839 |  0.6282  |   0.4750  | 0.6282 |  0.5408  | 0.4290 |     0.4030    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 0.9952 |  0.5909  |   0.4200  | 0.5909 |  0.4875  | 0.4147 |     0.3745    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9203 |  0.6396  |   0.6958  | 0.6396 |  0.5663  | 0.4484 |     0.4247    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0066 |  0.5714  |   0.5277  | 0.5714 |  0.5356  | 0.3795 |     0.3715    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8721 |  0.6899  |   0.6735  | 0.6899 |  0.6516  | 0.5320 |     0.5196    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0342 |  0.5844  |   0.5397  | 0.5844 |  0.5447  | 0.3993 |     0.3887    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.7913 |  0.6834  |   0.6633  | 0.6834 |  0.6634  | 0.5264 |     0.5212    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9136 |  0.6039  |   0.5705  | 0.6039 |  0.5552  | 0.4348 |     0.4137    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8126 |  0.6786  |   0.6555  | 0.6786 |  0.6425  | 0.5210 |     0.5037    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9748 |  0.6039  |   0.6167  | 0.6039 |  0.5975  | 0.4406 |     0.4348    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7354 |  0.7175  |   0.6981  | 0.7175 |  0.6995  | 0.5787 |     0.5738    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.0350 |  0.6104  |   0.5899  | 0.6104 |  0.5882  | 0.4390 |     0.4331    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6659 |  0.7419  |   0.7311  | 0.7419 |  0.7326  | 0.6167 |     0.6144    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0076 |  0.6299  |   0.5965  | 0.6299 |  0.5994  | 0.4666 |     0.4589    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.5982 |  0.7744  |   0.7699  | 0.7744 |  0.7699  | 0.6668 |     0.6653    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9682 |  0.6688  |   0.6590  | 0.6688 |  0.6451  | 0.5302 |     0.5187    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.4830 |  0.8166  |   0.8143  | 0.8166 |  0.8134  | 0.7298 |     0.7285    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.4976 |  0.5974  |   0.5718  | 0.5974 |  0.5655  | 0.4232 |     0.4132    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.5809 |  0.7760  |   0.7855  | 0.7760 |  0.7771  | 0.6714 |     0.6702    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.0988 |  0.6169  |   0.5973  | 0.6169 |  0.5688  | 0.4500 |     0.4342    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.4907 |  0.8117  |   0.8077  | 0.8117 |  0.8031  | 0.7216 |     0.7183    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.1861 |  0.6234  |   0.6405  | 0.6234 |  0.6244  | 0.4765 |     0.4723    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.3901 |  0.8506  |   0.8592  | 0.8506 |  0.8535  | 0.7838 |     0.7831    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.4685 |  0.6104  |   0.5999  | 0.6104 |  0.5962  | 0.4445 |     0.4386    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.2729 |  0.8977  |   0.8970  | 0.8977 |  0.8968  | 0.8498 |     0.8494    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.7934 |  0.5844  |   0.5740  | 0.5844 |  0.5762  | 0.4128 |     0.4111    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.2695 |  0.8994  |   0.9013  | 0.8994 |  0.9000  | 0.8537 |     0.8533    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.9029 |  0.6039  |   0.5796  | 0.6039 |  0.5764  | 0.4419 |     0.4316    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.4050 |  0.8685  |   0.8707  | 0.8685 |  0.8693  | 0.8088 |     0.8086    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.7246 |  0.6104  |   0.5586  | 0.6104 |  0.5771  | 0.4414 |     0.4348    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3582 |  0.8685  |   0.8695  | 0.8685 |  0.8686  | 0.8075 |     0.8072    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.4829 |  0.6104  |   0.6283  | 0.6104 |  0.5953  | 0.4560 |     0.4369    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3148 |  0.8799  |   0.8795  | 0.8799 |  0.8790  | 0.8237 |     0.8232    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.8071 |  0.5455  |   0.5885  | 0.5455 |  0.5488  | 0.3738 |     0.3649    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2184 |  0.9205  |   0.9203  | 0.9205 |  0.9201  | 0.8835 |     0.8833    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 2.1780 |  0.6364  |   0.6069  | 0.6364 |  0.6136  | 0.4786 |     0.4741    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2056 |  0.9318  |   0.9321  | 0.9318 |  0.9320  | 0.9005 |     0.9005    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.9097 |  0.6234  |   0.6050  | 0.6234 |  0.5855  | 0.4568 |     0.4435    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.1683 |  0.9432  |   0.9439  | 0.9432 |  0.9423  | 0.9171 |     0.9162    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.0462 |  0.6364  |   0.6228  | 0.6364 |  0.6247  | 0.4803 |     0.4780    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1134 |  0.9578  |   0.9580  | 0.9578 |  0.9576  | 0.9383 |     0.9381    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.3871 |  0.6039  |   0.5900  | 0.6039 |  0.5853  | 0.4431 |     0.4349    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1562 |  0.9513  |   0.9513  | 0.9513 |  0.9513  | 0.9288 |     0.9288    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.9423 |  0.5909  |   0.5660  | 0.5909 |  0.5628  | 0.4100 |     0.4015    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1193 |  0.9497  |   0.9494  | 0.9497 |  0.9492  | 0.9263 |     0.9261    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.3026 |  0.6494  |   0.6182  | 0.6494 |  0.6256  | 0.4969 |     0.4919    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1425 |  0.9610  |   0.9611  | 0.9610 |  0.9605  | 0.9430 |     0.9427    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.8360 |  0.5455  |   0.5860  | 0.5455 |  0.5424  | 0.3807 |     0.3697    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1219 |  0.9627  |   0.9627  | 0.9627 |  0.9626  | 0.9454 |     0.9454    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.6048 |  0.5974  |   0.5686  | 0.5974 |  0.5742  | 0.4234 |     0.4179    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1105 |  0.9610  |   0.9611  | 0.9610 |  0.9609  | 0.9430 |     0.9429    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.6310 |  0.5974  |   0.5951  | 0.5974 |  0.5880  | 0.4326 |     0.4266    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1070 |  0.9610  |   0.9613  | 0.9610 |  0.9610  | 0.9432 |     0.9431    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.5967 |  0.6234  |   0.5985  | 0.6234 |  0.6027  | 0.4611 |     0.4559    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.0817 |  0.9724  |   0.9727  | 0.9724 |  0.9723  | 0.9597 |     0.9595    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.3818 |  0.6234  |   0.6334  | 0.6234 |  0.6277  | 0.4759 |     0.4754    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0695 |  0.9740  |   0.9747  | 0.9740 |  0.9742  | 0.9623 |     0.9622    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.7394 |  0.6364  |   0.6128  | 0.6364 |  0.6109  | 0.4818 |     0.4719    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1007 |  0.9627  |   0.9630  | 0.9627 |  0.9627  | 0.9454 |     0.9453    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.7301 |  0.5909  |   0.5803  | 0.5909 |  0.5802  | 0.4164 |     0.4142    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1027 |  0.9708  |   0.9707  | 0.9708 |  0.9707  | 0.9573 |     0.9573    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.5394 |  0.6234  |   0.5985  | 0.6234 |  0.6023  | 0.4639 |     0.4580    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0727 |  0.9756  |   0.9758  | 0.9756 |  0.9755  | 0.9645 |     0.9644    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.9301 |  0.6039  |   0.5934  | 0.6039 |  0.5977  | 0.4402 |     0.4397    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0797 |  0.9740  |   0.9740  | 0.9740 |  0.9739  | 0.9620 |     0.9620    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 3.0646 |  0.6104  |   0.5973  | 0.6104 |  0.6007  | 0.4464 |     0.4442    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0581 |  0.9821  |   0.9823  | 0.9821 |  0.9821  | 0.9740 |     0.9739    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.1509 |  0.6104  |   0.6045  | 0.6104 |  0.5988  | 0.4482 |     0.4441    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0801 |  0.9756  |   0.9758  | 0.9756 |  0.9757  | 0.9645 |     0.9645    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.9290 |  0.6104  |   0.5882  | 0.6104 |  0.5905  | 0.4429 |     0.4380    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1390 |  0.9529  |   0.9530  | 0.9529 |  0.9529  | 0.9311 |     0.9311    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.9360 |  0.6039  |   0.6140  | 0.6039 |  0.6024  | 0.4474 |     0.4437    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.1838 |  0.9481  |   0.9480  | 0.9481 |  0.9478  | 0.9239 |     0.9238    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.4385 |  0.5519  |   0.5908  | 0.5519 |  0.5627  | 0.3904 |     0.3845    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.2049 |  0.9318  |   0.9330  | 0.9318 |  0.9322  | 0.9008 |     0.9007    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 1.8744 |  0.5974  |   0.5715  | 0.5974 |  0.5798  | 0.4227 |     0.4200    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1188 |  0.9545  |   0.9550  | 0.9545 |  0.9542  | 0.9336 |     0.9331    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.2750 |  0.6234  |   0.6284  | 0.6234 |  0.6253  | 0.4712 |     0.4709    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0863 |  0.9773  |   0.9778  | 0.9773 |  0.9774  | 0.9670 |     0.9669    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.7271 |  0.6234  |   0.5996  | 0.6234 |  0.5959  | 0.4595 |     0.4525    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0392 |  0.9870  |   0.9874  | 0.9870 |  0.9870  | 0.9811 |     0.9810    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.9864 |  0.6169  |   0.5891  | 0.6169 |  0.5922  | 0.4525 |     0.4477    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9136036559939384
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.4941 |  0.3555  |   0.2752  | 0.3555 |  0.2670  | -0.0046 |    -0.0035    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2355 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2871 |  0.4205  |   0.3192  | 0.4205 |  0.3569  | 0.0721 |     0.0654    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3011 |  0.4351  |   0.2924  | 0.4351 |  0.3224  | 0.1677 |     0.1269    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2350 |  0.4253  |   0.3754  | 0.4253 |  0.3028  | 0.1254 |     0.0657    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2085 |  0.5325  |   0.4103  | 0.5325 |  0.4451  | 0.3394 |     0.2874    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1039 |  0.5812  |   0.4439  | 0.5812 |  0.5009  | 0.3524 |     0.3284    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.0667 |  0.5714  |   0.4235  | 0.5714 |  0.4744  | 0.3967 |     0.3461    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0379 |  0.6136  |   0.4734  | 0.6136 |  0.5300  | 0.4114 |     0.3808    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0012 |  0.5714  |   0.3967  | 0.5714 |  0.4677  | 0.3758 |     0.3423    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0192 |  0.6055  |   0.4571  | 0.6055 |  0.5210  | 0.3897 |     0.3662    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0040 |  0.5974  |   0.4220  | 0.5974 |  0.4926  | 0.4230 |     0.3840    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 0.9427 |  0.6039  |   0.4571  | 0.6039 |  0.5203  | 0.3871 |     0.3641    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.2204 |  0.5390  |   0.4368  | 0.5390 |  0.4481  | 0.3751 |     0.2986    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9740 |  0.6299  |   0.6247  | 0.6299 |  0.5635  | 0.4364 |     0.4119    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 0.9816 |  0.6039  |   0.4274  | 0.6039 |  0.5004  | 0.4281 |     0.3961    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9040 |  0.6266  |   0.5937  | 0.6266 |  0.5699  | 0.4271 |     0.4112    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 0.9885 |  0.5325  |   0.4479  | 0.5325 |  0.4633  | 0.3198 |     0.3012    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.8478 |  0.6737  |   0.6552  | 0.6737 |  0.6372  | 0.5062 |     0.4936    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.3125 |  0.5130  |   0.4109  | 0.5130 |  0.4387  | 0.2943 |     0.2688    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.8803 |  0.6623  |   0.6376  | 0.6623 |  0.6289  | 0.4889 |     0.4792    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9196 |  0.6234  |   0.4994  | 0.6234 |  0.5293  | 0.4637 |     0.4282    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.7797 |  0.6997  |   0.6915  | 0.6997 |  0.6535  | 0.5486 |     0.5306    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9076 |  0.6234  |   0.5650  | 0.6234 |  0.5764  | 0.4578 |     0.4449    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.7225 |  0.7305  |   0.7209  | 0.7305 |  0.7075  | 0.5971 |     0.5888    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9089 |  0.6039  |   0.5255  | 0.6039 |  0.5615  | 0.4320 |     0.4255    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.6865 |  0.7451  |   0.7365  | 0.7451 |  0.7183  | 0.6232 |     0.6089    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9715 |  0.6104  |   0.5347  | 0.6104 |  0.5503  | 0.4360 |     0.4217    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.6904 |  0.7321  |   0.7176  | 0.7321 |  0.7199  | 0.6010 |     0.5980    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9564 |  0.6104  |   0.5595  | 0.6104 |  0.5754  | 0.4396 |     0.4337    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6528 |  0.7614  |   0.7550  | 0.7614 |  0.7461  | 0.6452 |     0.6394    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 0.9958 |  0.6299  |   0.6099  | 0.6299 |  0.5907  | 0.4716 |     0.4551    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.6230 |  0.7597  |   0.7551  | 0.7597 |  0.7461  | 0.6425 |     0.6368    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9749 |  0.6169  |   0.5895  | 0.6169 |  0.5912  | 0.4507 |     0.4428    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.5841 |  0.8003  |   0.8097  | 0.8003 |  0.7899  | 0.7072 |     0.6987    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 0.9985 |  0.5909  |   0.5835  | 0.5909 |  0.5853  | 0.4241 |     0.4230    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.4829 |  0.8003  |   0.7974  | 0.8003 |  0.7968  | 0.7063 |     0.7051    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.2835 |  0.6494  |   0.6059  | 0.6494 |  0.6077  | 0.4959 |     0.4856    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.4144 |  0.8409  |   0.8426  | 0.8409 |  0.8385  | 0.7666 |     0.7646    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.1824 |  0.6299  |   0.5810  | 0.6299 |  0.5650  | 0.4680 |     0.4503    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.4775 |  0.8247  |   0.8281  | 0.8247 |  0.8183  | 0.7430 |     0.7373    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.3063 |  0.5714  |   0.5426  | 0.5714 |  0.5373  | 0.3863 |     0.3726    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.4792 |  0.7987  |   0.7948  | 0.7987 |  0.7907  | 0.7015 |     0.6989    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.2125 |  0.6039  |   0.5847  | 0.6039 |  0.5740  | 0.4321 |     0.4208    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.3503 |  0.8766  |   0.8795  | 0.8766 |  0.8735  | 0.8194 |     0.8163    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.4725 |  0.5974  |   0.5772  | 0.5974 |  0.5804  | 0.4275 |     0.4244    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.2680 |  0.8977  |   0.8975  | 0.8977 |  0.8964  | 0.8500 |     0.8492    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.4667 |  0.6299  |   0.6038  | 0.6299 |  0.6090  | 0.4714 |     0.4659    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.2525 |  0.9107  |   0.9113  | 0.9107 |  0.9092  | 0.8692 |     0.8681    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.6308 |  0.5909  |   0.5703  | 0.5909 |  0.5753  | 0.4173 |     0.4149    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2389 |  0.9269  |   0.9292  | 0.9269 |  0.9264  | 0.8936 |     0.8924    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.4996 |  0.6299  |   0.5931  | 0.6299 |  0.5997  | 0.4673 |     0.4601    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2202 |  0.9140  |   0.9136  | 0.9140 |  0.9125  | 0.8738 |     0.8730    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.5696 |  0.6558  |   0.6468  | 0.6558 |  0.6482  | 0.5115 |     0.5099    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2199 |  0.9205  |   0.9219  | 0.9205 |  0.9199  | 0.8839 |     0.8829    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.6080 |  0.6494  |   0.6365  | 0.6494 |  0.6225  | 0.5010 |     0.4938    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.1986 |  0.9367  |   0.9381  | 0.9367 |  0.9357  | 0.9076 |     0.9066    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.8611 |  0.6039  |   0.5778  | 0.6039 |  0.5827  | 0.4349 |     0.4294    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1728 |  0.9383  |   0.9386  | 0.9383 |  0.9379  | 0.9098 |     0.9094    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.9591 |  0.5779  |   0.5836  | 0.5779 |  0.5659  | 0.4163 |     0.4083    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1842 |  0.9367  |   0.9371  | 0.9367 |  0.9363  | 0.9073 |     0.9069    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.9496 |  0.5779  |   0.5516  | 0.5779 |  0.5566  | 0.4005 |     0.3948    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1244 |  0.9578  |   0.9582  | 0.9578 |  0.9576  | 0.9384 |     0.9381    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.2473 |  0.6494  |   0.6399  | 0.6494 |  0.6383  | 0.5037 |     0.4996    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1066 |  0.9610  |   0.9613  | 0.9610 |  0.9607  | 0.9431 |     0.9429    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.4609 |  0.5779  |   0.5935  | 0.5779 |  0.5658  | 0.4161 |     0.4052    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1273 |  0.9562  |   0.9562  | 0.9562 |  0.9561  | 0.9359 |     0.9358    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.7679 |  0.6104  |   0.5914  | 0.6104 |  0.5896  | 0.4492 |     0.4413    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1496 |  0.9545  |   0.9545  | 0.9545 |  0.9545  | 0.9336 |     0.9336    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.0909 |  0.6494  |   0.6352  | 0.6494 |  0.6316  | 0.4991 |     0.4927    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.2363 |  0.9286  |   0.9293  | 0.9286 |  0.9286  | 0.8957 |     0.8954    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.3074 |  0.5779  |   0.5815  | 0.5779 |  0.5738  | 0.4010 |     0.3981    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1712 |  0.9302  |   0.9310  | 0.9302 |  0.9301  | 0.8982 |     0.8978    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.1508 |  0.6039  |   0.5225  | 0.6039 |  0.5455  | 0.4263 |     0.4127    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.1358 |  0.9562  |   0.9558  | 0.9562 |  0.9557  | 0.9358 |     0.9357    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.1502 |  0.6558  |   0.6346  | 0.6558 |  0.6426  | 0.5110 |     0.5091    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1705 |  0.9529  |   0.9532  | 0.9529 |  0.9528  | 0.9312 |     0.9310    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.3939 |  0.6364  |   0.6044  | 0.6364 |  0.6031  | 0.4786 |     0.4674    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1808 |  0.9334  |   0.9328  | 0.9334 |  0.9330  | 0.9025 |     0.9025    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.6308 |  0.5779  |   0.5753  | 0.5779 |  0.5516  | 0.3996 |     0.3897    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1412 |  0.9448  |   0.9448  | 0.9448 |  0.9441  | 0.9192 |     0.9188    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.3238 |  0.6039  |   0.6145  | 0.6039 |  0.6009  | 0.4504 |     0.4456    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1504 |  0.9513  |   0.9515  | 0.9513 |  0.9509  | 0.9288 |     0.9284    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.1746 |  0.6299  |   0.5893  | 0.6299 |  0.5935  | 0.4662 |     0.4568    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1571 |  0.9643  |   0.9644  | 0.9643 |  0.9642  | 0.9480 |     0.9479    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.0805 |  0.6558  |   0.6303  | 0.6558 |  0.6330  | 0.5066 |     0.5010    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.2010 |  0.9367  |   0.9366  | 0.9367 |  0.9355  | 0.9072 |     0.9066    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 1.8615 |  0.6299  |   0.6036  | 0.6299 |  0.5993  | 0.4700 |     0.4588    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0995 |  0.9610  |   0.9613  | 0.9610 |  0.9611  | 0.9431 |     0.9430    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 1.9140 |  0.6558  |   0.6376  | 0.6558 |  0.6266  | 0.5050 |     0.4950    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0534 |  0.9870  |   0.9870  | 0.9870 |  0.9870  | 0.9810 |     0.9810    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.5715 |  0.6234  |   0.6056  | 0.6234 |  0.6103  | 0.4633 |     0.4609    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0724 |  0.9724  |   0.9726  | 0.9724 |  0.9725  | 0.9598 |     0.9598    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.8186 |  0.6169  |   0.6037  | 0.6169 |  0.5938  | 0.4560 |     0.4445    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0397 |  0.9821  |   0.9822  | 0.9821 |  0.9821  | 0.9739 |     0.9739    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.6559 |  0.5714  |   0.5516  | 0.5714 |  0.5568  | 0.3918 |     0.3894    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0409 |  0.9854  |   0.9856  | 0.9854 |  0.9854  | 0.9787 |     0.9786    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.6667 |  0.6299  |   0.6170  | 0.6299 |  0.6147  | 0.4755 |     0.4695    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0476 |  0.9886  |   0.9888  | 0.9886 |  0.9887  | 0.9835 |     0.9834    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.6312 |  0.6558  |   0.6497  | 0.6558 |  0.6131  | 0.5056 |     0.4883    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9076192125678062
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3052 |  0.3880  |   0.3371  | 0.3880 |  0.3035  | 0.0601 |     0.0459    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.6275 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2925 |  0.3945  |   0.3055  | 0.3945 |  0.3302  | 0.0376 |     0.0326    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.3212 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2443 |  0.4026  |   0.3060  | 0.4026 |  0.3237  | 0.0411 |     0.0331    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2193 |  0.4610  |   0.3183  | 0.4610 |  0.3659  | 0.1981 |     0.1696    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1771 |  0.5649  |   0.4266  | 0.5649 |  0.4861  | 0.3203 |     0.3010    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1958 |  0.5649  |   0.4051  | 0.5649 |  0.4668  | 0.3738 |     0.3351    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.1125 |  0.5925  |   0.4472  | 0.5925 |  0.5097  | 0.3674 |     0.3451    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0646 |  0.5779  |   0.4188  | 0.5779 |  0.4790  | 0.3985 |     0.3552    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0342 |  0.6201  |   0.4681  | 0.6201 |  0.5335  | 0.4146 |     0.3896    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0333 |  0.6104  |   0.4458  | 0.6104 |  0.5083  | 0.4541 |     0.4048    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 0.9952 |  0.6282  |   0.4763  | 0.6282 |  0.5412  | 0.4299 |     0.4033    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.1541 |  0.5455  |   0.4914  | 0.5455 |  0.4627  | 0.4159 |     0.3094    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0407 |  0.6169  |   0.4665  | 0.6169 |  0.5310  | 0.4096 |     0.3848    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0145 |  0.5844  |   0.4057  | 0.5844 |  0.4789  | 0.3970 |     0.3627    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9867 |  0.6347  |   0.4791  | 0.6347 |  0.5460  | 0.4396 |     0.4130    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0075 |  0.5974  |   0.4218  | 0.5974 |  0.4928  | 0.4223 |     0.3839    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9249 |  0.6623  |   0.5011  | 0.6623 |  0.5702  | 0.4875 |     0.4578    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 0.9966 |  0.6039  |   0.4565  | 0.6039 |  0.5060  | 0.4556 |     0.3957    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.8934 |  0.6558  |   0.4976  | 0.6558 |  0.5650  | 0.4775 |     0.4476    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9962 |  0.6039  |   0.4222  | 0.6039 |  0.4964  | 0.4309 |     0.3934    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8645 |  0.6786  |   0.6227  | 0.6786 |  0.5868  | 0.5158 |     0.4844    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0504 |  0.5649  |   0.4478  | 0.5649 |  0.4782  | 0.3971 |     0.3407    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9332 |  0.6477  |   0.5751  | 0.6477 |  0.5769  | 0.4726 |     0.4403    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9053 |  0.6104  |   0.4367  | 0.6104 |  0.5058  | 0.4464 |     0.4053    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8726 |  0.6688  |   0.5707  | 0.6688 |  0.6018  | 0.4978 |     0.4766    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9727 |  0.5844  |   0.4708  | 0.5844 |  0.5129  | 0.3972 |     0.3768    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7947 |  0.7013  |   0.7359  | 0.7013 |  0.6490  | 0.5527 |     0.5376    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.0076 |  0.5844  |   0.4755  | 0.5844 |  0.5011  | 0.3952 |     0.3702    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.7089 |  0.7289  |   0.7009  | 0.7289 |  0.6744  | 0.5965 |     0.5767    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0007 |  0.6234  |   0.6325  | 0.6234 |  0.5910  | 0.4719 |     0.4442    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.6540 |  0.7614  |   0.7509  | 0.7614 |  0.7465  | 0.6446 |     0.6391    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0876 |  0.5584  |   0.5056  | 0.5584 |  0.5205  | 0.3678 |     0.3599    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6358 |  0.7646  |   0.7529  | 0.7646 |  0.7433  | 0.6497 |     0.6421    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0433 |  0.6234  |   0.5952  | 0.6234 |  0.5883  | 0.4573 |     0.4466    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.5532 |  0.8117  |   0.8061  | 0.8117 |  0.8057  | 0.7211 |     0.7194    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.0969 |  0.5909  |   0.5987  | 0.5909 |  0.5760  | 0.4218 |     0.4081    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.6045 |  0.7792  |   0.7679  | 0.7792 |  0.7685  | 0.6729 |     0.6699    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.0937 |  0.5584  |   0.5356  | 0.5584 |  0.5440  | 0.3742 |     0.3725    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.5462 |  0.8003  |   0.7916  | 0.8003 |  0.7933  | 0.7045 |     0.7029    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.1559 |  0.6104  |   0.5892  | 0.6104 |  0.5916  | 0.4447 |     0.4413    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.5002 |  0.8214  |   0.8172  | 0.8214 |  0.8122  | 0.7362 |     0.7323    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.3065 |  0.5974  |   0.5763  | 0.5974 |  0.5832  | 0.4256 |     0.4237    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.3996 |  0.8506  |   0.8456  | 0.8506 |  0.8444  | 0.7798 |     0.7778    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.6127 |  0.6039  |   0.5886  | 0.6039 |  0.5746  | 0.4274 |     0.4179    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.2993 |  0.8864  |   0.8849  | 0.8864 |  0.8835  | 0.8326 |     0.8315    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.8078 |  0.5649  |   0.5685  | 0.5649 |  0.5643  | 0.3889 |     0.3875    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.4075 |  0.8588  |   0.8568  | 0.8588 |  0.8571  | 0.7922 |     0.7918    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.7601 |  0.5909  |   0.5363  | 0.5909 |  0.5514  | 0.4090 |     0.4013    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3482 |  0.8896  |   0.8899  | 0.8896 |  0.8849  | 0.8381 |     0.8353    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.7045 |  0.5909  |   0.5564  | 0.5909 |  0.5678  | 0.4146 |     0.4111    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.3161 |  0.8831  |   0.8811  | 0.8831 |  0.8799  | 0.8281 |     0.8267    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.7569 |  0.5649  |   0.5521  | 0.5649 |  0.5467  | 0.3780 |     0.3739    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2596 |  0.9091  |   0.9093  | 0.9091 |  0.9079  | 0.8666 |     0.8658    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.8503 |  0.5584  |   0.5583  | 0.5584 |  0.5549  | 0.3763 |     0.3740    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.2428 |  0.9156  |   0.9170  | 0.9156 |  0.9150  | 0.8768 |     0.8757    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.0353 |  0.5519  |   0.5389  | 0.5519 |  0.5396  | 0.3581 |     0.3552    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.2479 |  0.9205  |   0.9194  | 0.9205 |  0.9198  | 0.8834 |     0.8833    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.4379 |  0.5519  |   0.5712  | 0.5519 |  0.5591  | 0.3798 |     0.3785    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1753 |  0.9383  |   0.9397  | 0.9383 |  0.9373  | 0.9098 |     0.9088    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.4440 |  0.5974  |   0.5926  | 0.5974 |  0.5948  | 0.4316 |     0.4314    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1526 |  0.9481  |   0.9480  | 0.9481 |  0.9480  | 0.9240 |     0.9240    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.3928 |  0.5455  |   0.5262  | 0.5455 |  0.5333  | 0.3529 |     0.3513    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1089 |  0.9643  |   0.9645  | 0.9643 |  0.9640  | 0.9478 |     0.9476    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 3.2252 |  0.5714  |   0.5318  | 0.5714 |  0.5405  | 0.3865 |     0.3787    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1714 |  0.9448  |   0.9442  | 0.9448 |  0.9443  | 0.9192 |     0.9190    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 3.0605 |  0.5260  |   0.5154  | 0.5260 |  0.5175  | 0.3275 |     0.3253    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1502 |  0.9529  |   0.9531  | 0.9529 |  0.9527  | 0.9311 |     0.9310    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.7295 |  0.5519  |   0.5196  | 0.5519 |  0.5313  | 0.3567 |     0.3543    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.2027 |  0.9237  |   0.9242  | 0.9237 |  0.9236  | 0.8882 |     0.8880    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.0791 |  0.5779  |   0.5406  | 0.5779 |  0.5522  | 0.3925 |     0.3884    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1410 |  0.9497  |   0.9502  | 0.9497 |  0.9488  | 0.9265 |     0.9259    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.2065 |  0.5325  |   0.5234  | 0.5325 |  0.5262  | 0.3358 |     0.3351    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.1032 |  0.9724  |   0.9722  | 0.9724 |  0.9722  | 0.9596 |     0.9596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.8146 |  0.5844  |   0.5668  | 0.5844 |  0.5722  | 0.4103 |     0.4083    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0907 |  0.9773  |   0.9774  | 0.9773 |  0.9773  | 0.9668 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 3.2226 |  0.5584  |   0.5058  | 0.5584 |  0.5261  | 0.3644 |     0.3594    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1121 |  0.9562  |   0.9558  | 0.9562 |  0.9559  | 0.9358 |     0.9358    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 3.1854 |  0.5519  |   0.5287  | 0.5519 |  0.5357  | 0.3587 |     0.3562    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1127 |  0.9643  |   0.9645  | 0.9643 |  0.9641  | 0.9478 |     0.9477    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.0569 |  0.5779  |   0.5835  | 0.5779 |  0.5778  | 0.4139 |     0.4122    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1505 |  0.9399  |   0.9407  | 0.9399 |  0.9397  | 0.9123 |     0.9121    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.3942 |  0.5974  |   0.5499  | 0.5974 |  0.5659  | 0.4206 |     0.4138    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1275 |  0.9594  |   0.9595  | 0.9594 |  0.9592  | 0.9407 |     0.9405    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.5671 |  0.5519  |   0.5370  | 0.5519 |  0.5434  | 0.3633 |     0.3627    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1284 |  0.9659  |   0.9662  | 0.9659 |  0.9659  | 0.9501 |     0.9500    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.0236 |  0.5844  |   0.5615  | 0.5844 |  0.5703  | 0.4068 |     0.4053    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1010 |  0.9643  |   0.9645  | 0.9643 |  0.9643  | 0.9478 |     0.9478    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.1726 |  0.5519  |   0.5431  | 0.5519 |  0.5428  | 0.3619 |     0.3597    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0752 |  0.9773  |   0.9772  | 0.9773 |  0.9772  | 0.9668 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.4701 |  0.5649  |   0.5539  | 0.5649 |  0.5459  | 0.3804 |     0.3763    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0939 |  0.9740  |   0.9739  | 0.9740 |  0.9739  | 0.9620 |     0.9619    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.2420 |  0.5714  |   0.5788  | 0.5714 |  0.5732  | 0.3998 |     0.3987    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1241 |  0.9675  |   0.9675  | 0.9675 |  0.9675  | 0.9525 |     0.9525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.8184 |  0.5519  |   0.5492  | 0.5519 |  0.5489  | 0.3695 |     0.3686    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0966 |  0.9789  |   0.9791  | 0.9789 |  0.9789  | 0.9693 |     0.9692    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.5856 |  0.5519  |   0.5170  | 0.5519 |  0.5298  | 0.3602 |     0.3571    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0929 |  0.9756  |   0.9757  | 0.9756 |  0.9755  | 0.9644 |     0.9643    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.9002 |  0.5909  |   0.5839  | 0.5909 |  0.5818  | 0.4225 |     0.4193    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9053466022014618
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3459 |  0.3766  |   0.3414  | 0.3766 |  0.2708  | 0.0185 |     0.0113    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.4371 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   2   | Train | 1.2499 |  0.3750  |   0.2800  | 0.3750 |  0.3110  | -0.0105 |    -0.0092    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2344 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1582 |  0.5179  |   0.3979  | 0.5179 |  0.4415  | 0.2465 |     0.2223    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1014 |  0.5455  |   0.3842  | 0.5455 |  0.4485  | 0.3362 |     0.3047    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.0924 |  0.5844  |   0.4413  | 0.5844 |  0.5028  | 0.3538 |     0.3324    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.0842 |  0.5455  |   0.3883  | 0.5455 |  0.4494  | 0.3396 |     0.3052    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0610 |  0.5925  |   0.4475  | 0.5925 |  0.5098  | 0.3678 |     0.3456    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1402 |  0.5455  |   0.4095  | 0.5455 |  0.4517  | 0.3585 |     0.3070    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0525 |  0.6055  |   0.4614  | 0.6055 |  0.5213  | 0.3942 |     0.3674    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0447 |  0.5519  |   0.4021  | 0.5519 |  0.4574  | 0.3566 |     0.3158    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0579 |  0.6006  |   0.4560  | 0.6006 |  0.5171  | 0.3839 |     0.3593    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0224 |  0.5974  |   0.4165  | 0.5974 |  0.4888  | 0.4217 |     0.3816    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9933 |  0.6136  |   0.5321  | 0.6136 |  0.5332  | 0.4037 |     0.3804    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0607 |  0.5714  |   0.4920  | 0.5714 |  0.4894  | 0.3918 |     0.3509    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9635 |  0.6315  |   0.5455  | 0.6315 |  0.5740  | 0.4356 |     0.4205    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 0.9971 |  0.5974  |   0.4664  | 0.5974 |  0.5140  | 0.4168 |     0.3927    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9077 |  0.6753  |   0.6405  | 0.6753 |  0.6220  | 0.5070 |     0.4903    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0081 |  0.6169  |   0.5195  | 0.6169 |  0.5397  | 0.4493 |     0.4213    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.8688 |  0.6510  |   0.5558  | 0.6510 |  0.5932  | 0.4682 |     0.4539    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0011 |  0.6169  |   0.4818  | 0.6169 |  0.5284  | 0.4479 |     0.4205    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8285 |  0.6672  |   0.6456  | 0.6672 |  0.6156  | 0.4938 |     0.4770    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9987 |  0.6429  |   0.6460  | 0.6429 |  0.5899  | 0.4954 |     0.4665    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.7771 |  0.6964  |   0.6890  | 0.6964 |  0.6817  | 0.5461 |     0.5426    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0715 |  0.5909  |   0.5444  | 0.5909 |  0.5191  | 0.4063 |     0.3850    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8890 |  0.6786  |   0.6772  | 0.6786 |  0.6285  | 0.5140 |     0.4976    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.1017 |  0.6104  |   0.5401  | 0.6104 |  0.5466  | 0.4386 |     0.4183    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.6814 |  0.7468  |   0.7318  | 0.7468 |  0.7302  | 0.6232 |     0.6185    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.2771 |  0.6039  |   0.5934  | 0.6039 |  0.5546  | 0.4406 |     0.4100    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.7213 |  0.7208  |   0.7053  | 0.7208 |  0.6957  | 0.5812 |     0.5724    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0061 |  0.6169  |   0.5788  | 0.6169 |  0.5808  | 0.4503 |     0.4397    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.6091 |  0.7808  |   0.7759  | 0.7808 |  0.7721  | 0.6750 |     0.6710    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.4036 |  0.5584  |   0.5462  | 0.5584 |  0.5397  | 0.3718 |     0.3632    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6326 |  0.7614  |   0.7549  | 0.7614 |  0.7560  | 0.6483 |     0.6472    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0753 |  0.5974  |   0.5666  | 0.5974 |  0.5683  | 0.4219 |     0.4135    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.5744 |  0.7906  |   0.7851  | 0.7906 |  0.7852  | 0.6923 |     0.6902    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.3275 |  0.5974  |   0.5744  | 0.5974 |  0.5805  | 0.4236 |     0.4205    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.5682 |  0.7727  |   0.7691  | 0.7727 |  0.7683  | 0.6636 |     0.6622    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.2298 |  0.5714  |   0.5659  | 0.5714 |  0.5636  | 0.3949 |     0.3914    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.5212 |  0.7955  |   0.7933  | 0.7955 |  0.7918  | 0.6978 |     0.6966    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.4176 |  0.5519  |   0.6003  | 0.5519 |  0.5454  | 0.3778 |     0.3567    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.3937 |  0.8636  |   0.8628  | 0.8636 |  0.8626  | 0.7996 |     0.7991    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.3196 |  0.6104  |   0.6428  | 0.6104 |  0.6213  | 0.4613 |     0.4584    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.2954 |  0.8912  |   0.8898  | 0.8912 |  0.8893  | 0.8402 |     0.8395    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.5823 |  0.6494  |   0.6397  | 0.6494 |  0.6433  | 0.5035 |     0.5029    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.2368 |  0.8994  |   0.8994  | 0.8994 |  0.8990  | 0.8523 |     0.8521    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.8288 |  0.6558  |   0.6469  | 0.6558 |  0.6489  | 0.5142 |     0.5125    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3024 |  0.9156  |   0.9148  | 0.9156 |  0.9150  | 0.8762 |     0.8761    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.9544 |  0.6299  |   0.6268  | 0.6299 |  0.6247  | 0.4805 |     0.4786    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.3531 |  0.8701  |   0.8678  | 0.8701 |  0.8684  | 0.8092 |     0.8088    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.5656 |  0.5909  |   0.6064  | 0.5909 |  0.5935  | 0.4275 |     0.4244    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2975 |  0.8912  |   0.8913  | 0.8912 |  0.8910  | 0.8409 |     0.8408    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.5148 |  0.6234  |   0.6242  | 0.6234 |  0.6224  | 0.4696 |     0.4686    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2230 |  0.9188  |   0.9196  | 0.9188 |  0.9185  | 0.8810 |     0.8806    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.9507 |  0.6688  |   0.6496  | 0.6688 |  0.6535  | 0.5275 |     0.5245    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.2187 |  0.9237  |   0.9232  | 0.9237 |  0.9231  | 0.8881 |     0.8879    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.0346 |  0.6039  |   0.5884  | 0.6039 |  0.5933  | 0.4371 |     0.4351    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.2111 |  0.9269  |   0.9268  | 0.9269 |  0.9266  | 0.8929 |     0.8927    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.7426 |  0.6104  |   0.6196  | 0.6104 |  0.6105  | 0.4534 |     0.4507    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.2230 |  0.9334  |   0.9342  | 0.9334 |  0.9329  | 0.9023 |     0.9019    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.0910 |  0.6169  |   0.6152  | 0.6169 |  0.6147  | 0.4593 |     0.4584    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.2037 |  0.9318  |   0.9321  | 0.9318 |  0.9318  | 0.9005 |     0.9004    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.0437 |  0.6104  |   0.5893  | 0.6104 |  0.5897  | 0.4394 |     0.4345    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1528 |  0.9464  |   0.9464  | 0.9464 |  0.9463  | 0.9215 |     0.9215    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.0565 |  0.6104  |   0.6007  | 0.6104 |  0.5999  | 0.4474 |     0.4442    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.0990 |  0.9659  |   0.9661  | 0.9659 |  0.9658  | 0.9502 |     0.9500    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.3088 |  0.6234  |   0.6279  | 0.6234 |  0.6139  | 0.4721 |     0.4664    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.0995 |  0.9724  |   0.9731  | 0.9724 |  0.9724  | 0.9597 |     0.9595    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.4678 |  0.6688  |   0.6700  | 0.6688 |  0.6650  | 0.5354 |     0.5324    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.0644 |  0.9692  |   0.9696  | 0.9692 |  0.9692  | 0.9551 |     0.9550    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 3.5167 |  0.6234  |   0.6059  | 0.6234 |  0.6107  | 0.4630 |     0.4606    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.0846 |  0.9627  |   0.9627  | 0.9627 |  0.9625  | 0.9454 |     0.9452    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.5640 |  0.6753  |   0.6933  | 0.6753 |  0.6816  | 0.5506 |     0.5487    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.1106 |  0.9643  |   0.9644  | 0.9643 |  0.9643  | 0.9478 |     0.9478    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.4346 |  0.6429  |   0.6417  | 0.6429 |  0.6357  | 0.4961 |     0.4928    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.0845 |  0.9692  |   0.9691  | 0.9692 |  0.9691  | 0.9549 |     0.9549    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.8289 |  0.6299  |   0.6471  | 0.6299 |  0.6331  | 0.4895 |     0.4864    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.29batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0950 |  0.9659  |   0.9659  | 0.9659 |  0.9658  | 0.9502 |     0.9502    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.9709 |  0.6494  |   0.6321  | 0.6494 |  0.6336  | 0.4978 |     0.4940    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1022 |  0.9643  |   0.9645  | 0.9643 |  0.9641  | 0.9478 |     0.9476    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.6474 |  0.6039  |   0.5854  | 0.6039 |  0.5909  | 0.4381 |     0.4361    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1989 |  0.9497  |   0.9497  | 0.9497 |  0.9495  | 0.9263 |     0.9262    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 3.2902 |  0.5390  |   0.5886  | 0.5390 |  0.5489  | 0.3617 |     0.3545    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.2582 |  0.9107  |   0.9110  | 0.9107 |  0.9106  | 0.8694 |     0.8692    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.1150 |  0.6039  |   0.6306  | 0.6039 |  0.5967  | 0.4475 |     0.4327    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  2.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1829 |  0.9432  |   0.9435  | 0.9432 |  0.9429  | 0.9171 |     0.9167    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 14.81batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 1.9758 |  0.6623  |   0.6650  | 0.6623 |  0.6614  | 0.5251 |     0.5242    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00,  1.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0884 |  0.9643  |   0.9645  | 0.9643 |  0.9641  | 0.9477 |     0.9476    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.6984 |  0.6558  |   0.6341  | 0.6558 |  0.6400  | 0.5087 |     0.5060    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0536 |  0.9821  |   0.9821  | 0.9821 |  0.9821  | 0.9739 |     0.9739    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.2756 |  0.6429  |   0.6389  | 0.6429 |  0.6393  | 0.4981 |     0.4971    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0528 |  0.9821  |   0.9822  | 0.9821 |  0.9821  | 0.9739 |     0.9739    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.3408 |  0.6364  |   0.6267  | 0.6364 |  0.6306  | 0.4861 |     0.4856    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0546 |  0.9789  |   0.9790  | 0.9789 |  0.9788  | 0.9692 |     0.9691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.7432 |  0.6429  |   0.6363  | 0.6429 |  0.6387  | 0.4946 |     0.4940    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0822 |  0.9821  |   0.9822  | 0.9821 |  0.9821  | 0.9740 |     0.9739    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.4873 |  0.6558  |   0.6505  | 0.6558 |  0.6456  | 0.5120 |     0.5084    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0912 |  0.9854  |   0.9856  | 0.9854 |  0.9854  | 0.9787 |     0.9786    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.4067 |  0.6429  |   0.6247  | 0.6429 |  0.6305  | 0.4927 |     0.4907    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9971387103199959
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.3901 |  0.3539  |   0.2909  | 0.3539 |  0.2745  | -0.0080 |    -0.0061    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3249 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.2086 |  0.4854  |   0.3830  | 0.4854 |  0.4142  | 0.2009 |     0.1773    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2689 |  0.4805  |   0.3658  | 0.4805 |  0.3891  | 0.2588 |     0.2093    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1282 |  0.5698  |   0.4310  | 0.5698 |  0.4903  | 0.3288 |     0.3081    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1090 |  0.5649  |   0.3938  | 0.5649 |  0.4636  | 0.3655 |     0.3337    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.0658 |  0.5795  |   0.4409  | 0.5795 |  0.4986  | 0.3473 |     0.3231    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.0477 |  0.5779  |   0.4036  | 0.5779 |  0.4745  | 0.3878 |     0.3537    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0293 |  0.6039  |   0.4563  | 0.6039 |  0.5193  | 0.3872 |     0.3630    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0911 |  0.5519  |   0.4035  | 0.5519 |  0.4536  | 0.3644 |     0.3165    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0052 |  0.6218  |   0.4736  | 0.6218 |  0.5354  | 0.4217 |     0.3934    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0180 |  0.5974  |   0.4222  | 0.5974 |  0.4922  | 0.4239 |     0.3842    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 0.9492 |  0.6445  |   0.4865  | 0.6445 |  0.5543  | 0.4564 |     0.4285    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 0.9654 |  0.6039  |   0.4205  | 0.6039 |  0.4957  | 0.4299 |     0.3930    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9165 |  0.6542  |   0.4963  | 0.6542 |  0.5635  | 0.4748 |     0.4451    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 0.9811 |  0.6234  |   0.4423  | 0.6234 |  0.5138  | 0.4697 |     0.4241    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9392 |  0.6396  |   0.4857  | 0.6396 |  0.5517  | 0.4487 |     0.4221    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0120 |  0.6039  |   0.5730  | 0.6039 |  0.5035  | 0.4292 |     0.3935    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.8973 |  0.6558  |   0.5684  | 0.6558 |  0.5774  | 0.4767 |     0.4499    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0024 |  0.6234  |   0.5526  | 0.6234 |  0.5418  | 0.4795 |     0.4306    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.8523 |  0.6721  |   0.7048  | 0.6721 |  0.6014  | 0.5051 |     0.4806    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0165 |  0.5844  |   0.6410  | 0.5844 |  0.5429  | 0.4046 |     0.3947    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8230 |  0.6705  |   0.6776  | 0.6705 |  0.6181  | 0.5017 |     0.4854    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9416 |  0.6364  |   0.6079  | 0.6364 |  0.5486  | 0.4865 |     0.4492    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.7903 |  0.6786  |   0.6424  | 0.6786 |  0.6341  | 0.5174 |     0.5060    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9869 |  0.5909  |   0.5581  | 0.5909 |  0.5667  | 0.4141 |     0.4083    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.7118 |  0.7338  |   0.7263  | 0.7338 |  0.7078  | 0.6023 |     0.5912    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.8983 |  0.6429  |   0.6305  | 0.6429 |  0.6013  | 0.5015 |     0.4720    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.6662 |  0.7386  |   0.7301  | 0.7386 |  0.7234  | 0.6108 |     0.6045    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9463 |  0.6299  |   0.6372  | 0.6299 |  0.6067  | 0.4764 |     0.4615    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6349 |  0.7581  |   0.7454  | 0.7581 |  0.7442  | 0.6397 |     0.6357    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 0.9347 |  0.6104  |   0.6375  | 0.6104 |  0.6145  | 0.4572 |     0.4512    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.5493 |  0.7792  |   0.7723  | 0.7792 |  0.7692  | 0.6732 |     0.6689    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0383 |  0.6299  |   0.6092  | 0.6299 |  0.6153  | 0.4747 |     0.4718    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.5288 |  0.8068  |   0.8040  | 0.8068 |  0.8036  | 0.7147 |     0.7137    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.1244 |  0.6364  |   0.6272  | 0.6364 |  0.6192  | 0.4801 |     0.4721    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.4430 |  0.8247  |   0.8243  | 0.8247 |  0.8190  | 0.7421 |     0.7386    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.3782 |  0.6104  |   0.6006  | 0.6104 |  0.6036  | 0.4524 |     0.4513    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.4209 |  0.8247  |   0.8260  | 0.8247 |  0.8245  | 0.7430 |     0.7427    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.4285 |  0.6429  |   0.6598  | 0.6429 |  0.6336  | 0.5022 |     0.4920    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.5143 |  0.8133  |   0.8126  | 0.8133 |  0.8082  | 0.7258 |     0.7221    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.2789 |  0.6169  |   0.6106  | 0.6169 |  0.6042  | 0.4561 |     0.4521    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.3985 |  0.8344  |   0.8315  | 0.8344 |  0.8318  | 0.7561 |     0.7554    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.4734 |  0.5909  |   0.5714  | 0.5909 |  0.5730  | 0.4180 |     0.4127    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.3249 |  0.8685  |   0.8678  | 0.8685 |  0.8671  | 0.8067 |     0.8060    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.5643 |  0.6364  |   0.6401  | 0.6364 |  0.6066  | 0.4783 |     0.4661    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.2387 |  0.9205  |   0.9216  | 0.9205 |  0.9192  | 0.8836 |     0.8824    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 2.1104 |  0.6364  |   0.6350  | 0.6364 |  0.6352  | 0.4874 |     0.4872    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.2671 |  0.9026  |   0.9044  | 0.9026 |  0.9033  | 0.8581 |     0.8580    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.8143 |  0.6688  |   0.6581  | 0.6688 |  0.6556  | 0.5304 |     0.5246    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2310 |  0.9269  |   0.9268  | 0.9269 |  0.9248  | 0.8932 |     0.8920    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.7899 |  0.5779  |   0.5601  | 0.5779 |  0.5647  | 0.3960 |     0.3937    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.1799 |  0.9399  |   0.9409  | 0.9399 |  0.9391  | 0.9120 |     0.9113    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 2.0853 |  0.6364  |   0.6503  | 0.6364 |  0.6376  | 0.4971 |     0.4941    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.1275 |  0.9464  |   0.9471  | 0.9464 |  0.9466  | 0.9220 |     0.9219    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 2.3716 |  0.6429  |   0.6283  | 0.6429 |  0.6229  | 0.4867 |     0.4806    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.1196 |  0.9562  |   0.9565  | 0.9562 |  0.9560  | 0.9359 |     0.9357    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.1661 |  0.6364  |   0.6228  | 0.6364 |  0.6234  | 0.4798 |     0.4764    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1265 |  0.9481  |   0.9485  | 0.9481 |  0.9476  | 0.9243 |     0.9238    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.6449 |  0.6169  |   0.6397  | 0.6169 |  0.6210  | 0.4760 |     0.4717    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1829 |  0.9367  |   0.9362  | 0.9367 |  0.9363  | 0.9074 |     0.9074    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.8092 |  0.6623  |   0.6423  | 0.6623 |  0.6479  | 0.5179 |     0.5153    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1090 |  0.9610  |   0.9623  | 0.9610 |  0.9614  | 0.9435 |     0.9433    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.6375 |  0.6364  |   0.6292  | 0.6364 |  0.6074  | 0.4762 |     0.4648    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1661 |  0.9448  |   0.9450  | 0.9448 |  0.9448  | 0.9195 |     0.9194    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.5243 |  0.5844  |   0.5802  | 0.5844 |  0.5804  | 0.4167 |     0.4155    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1424 |  0.9578  |   0.9582  | 0.9578 |  0.9579  | 0.9385 |     0.9384    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.4227 |  0.6299  |   0.6073  | 0.6299 |  0.5969  | 0.4672 |     0.4584    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1507 |  0.9545  |   0.9550  | 0.9545 |  0.9544  | 0.9336 |     0.9334    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.1945 |  0.6299  |   0.6179  | 0.6299 |  0.6103  | 0.4696 |     0.4645    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1227 |  0.9692  |   0.9696  | 0.9692 |  0.9691  | 0.9550 |     0.9548    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.0456 |  0.6299  |   0.6187  | 0.6299 |  0.6185  | 0.4729 |     0.4694    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.36batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.1157 |  0.9708  |   0.9716  | 0.9708 |  0.9709  | 0.9575 |     0.9573    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.0674 |  0.6104  |   0.5868  | 0.6104 |  0.5905  | 0.4406 |     0.4361    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0696 |  0.9789  |   0.9790  | 0.9789 |  0.9789  | 0.9692 |     0.9692    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.4674 |  0.6429  |   0.6457  | 0.6429 |  0.6429  | 0.5024 |     0.5015    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1470 |  0.9675  |   0.9675  | 0.9675 |  0.9674  | 0.9525 |     0.9525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.5165 |  0.6623  |   0.6521  | 0.6623 |  0.6483  | 0.5196 |     0.5155    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1867 |  0.9351  |   0.9368  | 0.9351 |  0.9356  | 0.9059 |     0.9057    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.9576 |  0.6429  |   0.6281  | 0.6429 |  0.6310  | 0.4933 |     0.4912    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1072 |  0.9659  |   0.9665  | 0.9659 |  0.9661  | 0.9504 |     0.9503    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.1328 |  0.6299  |   0.6030  | 0.6299 |  0.6106  | 0.4710 |     0.4671    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1660 |  0.9399  |   0.9401  | 0.9399 |  0.9398  | 0.9120 |     0.9118    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 1.8251 |  0.6429  |   0.6356  | 0.6429 |  0.6371  | 0.4937 |     0.4928    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0669 |  0.9805  |   0.9811  | 0.9805 |  0.9806  | 0.9718 |     0.9716    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.4054 |  0.6558  |   0.6220  | 0.6558 |  0.6300  | 0.5089 |     0.5037    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0658 |  0.9838  |   0.9838  | 0.9838 |  0.9837  | 0.9763 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.1451 |  0.6299  |   0.5922  | 0.6299 |  0.6026  | 0.4690 |     0.4632    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.1202 |  0.9724  |   0.9722  | 0.9724 |  0.9722  | 0.9597 |     0.9596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.0625 |  0.6234  |   0.6243  | 0.6234 |  0.6185  | 0.4715 |     0.4680    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.1091 |  0.9643  |   0.9648  | 0.9643 |  0.9645  | 0.9480 |     0.9479    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.2492 |  0.6818  |   0.6694  | 0.6818 |  0.6731  | 0.5478 |     0.5463    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0689 |  0.9773  |   0.9772  | 0.9773 |  0.9772  | 0.9668 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.6155 |  0.6688  |   0.6588  | 0.6688 |  0.6559  | 0.5265 |     0.5223    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0670 |  0.9708  |   0.9712  | 0.9708 |  0.9708  | 0.9574 |     0.9572    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.2461 |  0.6883  |   0.6775  | 0.6883 |  0.6750  | 0.5552 |     0.5515    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0452 |  0.9821  |   0.9822  | 0.9821 |  0.9821  | 0.9739 |     0.9739    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.4830 |  0.6623  |   0.6492  | 0.6623 |  0.6517  | 0.5201 |     0.5174    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0409 |  0.9886  |   0.9889  | 0.9886 |  0.9887  | 0.9835 |     0.9834    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.5151 |  0.6234  |   0.6054  | 0.6234 |  0.6076  | 0.4609 |     0.4569    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.8983231663703919
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3043 |  0.3815  |   0.2915  | 0.3815 |  0.3148  | 0.0143 |     0.0122    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3171 |  0.3571  |   0.1276  | 0.3571 |  0.1880  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.1606 |  0.5195  |   0.3955  | 0.5195 |  0.4431  | 0.2470 |     0.2253    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.0974 |  0.5390  |   0.3841  | 0.5390 |  0.4430  | 0.3306 |     0.2956    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.0725 |  0.5958  |   0.4497  | 0.5958 |  0.5126  | 0.3730 |     0.3505    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.0868 |  0.5584  |   0.3992  | 0.5584 |  0.4599  | 0.3639 |     0.3253    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.0698 |  0.6039  |   0.4563  | 0.6039 |  0.5197  | 0.3873 |     0.3638    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.0704 |  0.5779  |   0.4045  | 0.5779 |  0.4721  | 0.3915 |     0.3512    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0249 |  0.6153  |   0.4662  | 0.6153 |  0.5288  | 0.4083 |     0.3808    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0388 |  0.5974  |   0.4149  | 0.5974 |  0.4897  | 0.4188 |     0.3826    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 0.9983 |  0.6201  |   0.4702  | 0.6201 |  0.5343  | 0.4159 |     0.3902    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0449 |  0.5779  |   0.4038  | 0.5779 |  0.4727  | 0.3899 |     0.3515    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 0.9610 |  0.6347  |   0.4803  | 0.6347 |  0.5466  | 0.4402 |     0.4135    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 0.9932 |  0.6039  |   0.4224  | 0.6039 |  0.4964  | 0.4314 |     0.3935    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9606 |  0.6380  |   0.4869  | 0.6380 |  0.5502  | 0.4492 |     0.4194    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 0.9948 |  0.5844  |   0.4182  | 0.5844 |  0.4823  | 0.4070 |     0.3649    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9736 |  0.6429  |   0.6268  | 0.6429 |  0.5567  | 0.4578 |     0.4276    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.3601 |  0.4805  |   0.3534  | 0.4805 |  0.3794  | 0.2512 |     0.1978    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9638 |  0.6364  |   0.4831  | 0.6364 |  0.5473  | 0.4450 |     0.4147    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0447 |  0.5779  |   0.4075  | 0.5779 |  0.4764  | 0.3895 |     0.3541    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9102 |  0.6429  |   0.4850  | 0.6429 |  0.5528  | 0.4535 |     0.4259    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.75batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0318 |  0.5714  |   0.3962  | 0.5714 |  0.4679  | 0.3752 |     0.3428    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.8508 |  0.6705  |   0.5563  | 0.6705 |  0.5868  | 0.4996 |     0.4739    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9965 |  0.5844  |   0.4634  | 0.5844 |  0.4933  | 0.3965 |     0.3684    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.7803 |  0.6948  |   0.6401  | 0.6948 |  0.6376  | 0.5405 |     0.5220    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.3545 |  0.6169  |   0.7874  | 0.6169 |  0.5515  | 0.4952 |     0.4209    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.9054 |  0.6656  |   0.6468  | 0.6656 |  0.6411  | 0.4982 |     0.4897    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0284 |  0.5844  |   0.5221  | 0.5844 |  0.5351  | 0.4006 |     0.3875    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7926 |  0.6964  |   0.6655  | 0.6964 |  0.6533  | 0.5437 |     0.5293    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9337 |  0.6429  |   0.6166  | 0.6429 |  0.6162  | 0.4866 |     0.4791    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.7172 |  0.7192  |   0.7015  | 0.7192 |  0.7000  | 0.5791 |     0.5735    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.2993 |  0.5455  |   0.5282  | 0.5455 |  0.5203  | 0.3766 |     0.3596    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.7581 |  0.7094  |   0.6922  | 0.7094 |  0.6973  | 0.5670 |     0.5649    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9999 |  0.6364  |   0.6114  | 0.6364 |  0.6041  | 0.4761 |     0.4656    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6676 |  0.7500  |   0.7358  | 0.7500 |  0.7355  | 0.6281 |     0.6234    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0579 |  0.6429  |   0.6478  | 0.6429 |  0.6415  | 0.4963 |     0.4944    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.6566 |  0.7695  |   0.7606  | 0.7695 |  0.7608  | 0.6584 |     0.6557    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 0.9283 |  0.6494  |   0.6232  | 0.6494 |  0.6285  | 0.4984 |     0.4933    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.5403 |  0.8036  |   0.8027  | 0.8036 |  0.7942  | 0.7089 |     0.7042    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 0.9900 |  0.6558  |   0.6627  | 0.6558 |  0.6472  | 0.5153 |     0.5064    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.4539 |  0.8198  |   0.8206  | 0.8198 |  0.8197  | 0.7362 |     0.7360    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.1714 |  0.6558  |   0.6229  | 0.6558 |  0.6322  | 0.5079 |     0.5027    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.3803 |  0.8571  |   0.8540  | 0.8571 |  0.8533  | 0.7898 |     0.7885    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.6315 |  0.5909  |   0.5795  | 0.5909 |  0.5743  | 0.4158 |     0.4120    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.3518 |  0.8620  |   0.8621  | 0.8620 |  0.8592  | 0.7970 |     0.7956    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.3889 |  0.6753  |   0.6601  | 0.6753 |  0.6629  | 0.5365 |     0.5338    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.3359 |  0.8701  |   0.8699  | 0.8701 |  0.8686  | 0.8089 |     0.8082    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.6124 |  0.6623  |   0.6595  | 0.6623 |  0.6529  | 0.5267 |     0.5213    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3527 |  0.8750  |   0.8748  | 0.8750 |  0.8738  | 0.8167 |     0.8158    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.1632 |  0.6623  |   0.6692  | 0.6623 |  0.6544  | 0.5196 |     0.5158    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2682 |  0.8977  |   0.8983  | 0.8977 |  0.8977  | 0.8502 |     0.8501    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.7798 |  0.6234  |   0.5952  | 0.6234 |  0.6039  | 0.4637 |     0.4594    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2255 |  0.9286  |   0.9289  | 0.9286 |  0.9276  | 0.8956 |     0.8947    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 2.0801 |  0.6299  |   0.5966  | 0.6299 |  0.5923  | 0.4731 |     0.4634    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2754 |  0.9010  |   0.8999  | 0.9010 |  0.8999  | 0.8545 |     0.8543    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.5938 |  0.6104  |   0.6362  | 0.6104 |  0.5792  | 0.4493 |     0.4333    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.2701 |  0.9058  |   0.9069  | 0.9058 |  0.9046  | 0.8620 |     0.8610    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 1.6533 |  0.6623  |   0.6737  | 0.6623 |  0.6627  | 0.5253 |     0.5234    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1816 |  0.9318  |   0.9317  | 0.9318 |  0.9312  | 0.9001 |     0.8997    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 1.7735 |  0.6558  |   0.6433  | 0.6558 |  0.6466  | 0.5153 |     0.5132    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.3029 |  0.9237  |   0.9242  | 0.9237 |  0.9239  | 0.8886 |     0.8885    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.3747 |  0.6948  |   0.6866  | 0.6948 |  0.6740  | 0.5649 |     0.5557    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.2398 |  0.9026  |   0.9014  | 0.9026 |  0.9008  | 0.8568 |     0.8561    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.0494 |  0.6234  |   0.6066  | 0.6234 |  0.5941  | 0.4601 |     0.4528    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1750 |  0.9351  |   0.9354  | 0.9351 |  0.9351  | 0.9052 |     0.9051    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.4100 |  0.6299  |   0.6273  | 0.6299 |  0.6233  | 0.4774 |     0.4735    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1457 |  0.9448  |   0.9451  | 0.9448 |  0.9446  | 0.9193 |     0.9191    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 1.4803 |  0.6688  |   0.6503  | 0.6688 |  0.6518  | 0.5270 |     0.5224    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.1084 |  0.9562  |   0.9560  | 0.9562 |  0.9559  | 0.9358 |     0.9357    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.4245 |  0.6429  |   0.6336  | 0.6429 |  0.6346  | 0.4917 |     0.4898    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.0855 |  0.9643  |   0.9642  | 0.9643 |  0.9642  | 0.9478 |     0.9478    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.2241 |  0.6818  |   0.6886  | 0.6818 |  0.6716  | 0.5493 |     0.5417    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.0849 |  0.9627  |   0.9631  | 0.9627 |  0.9628  | 0.9454 |     0.9454    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.1115 |  0.7078  |   0.7047  | 0.7078 |  0.7013  | 0.5863 |     0.5826    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0757 |  0.9708  |   0.9707  | 0.9708 |  0.9707  | 0.9573 |     0.9573    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.1270 |  0.6688  |   0.6634  | 0.6688 |  0.6611  | 0.5295 |     0.5260    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1720 |  0.9578  |   0.9583  | 0.9578 |  0.9578  | 0.9383 |     0.9382    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.6629 |  0.6753  |   0.6876  | 0.6753 |  0.6698  | 0.5473 |     0.5396    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.3366 |  0.9091  |   0.9094  | 0.9091 |  0.9090  | 0.8672 |     0.8669    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 1.6667 |  0.6494  |   0.6259  | 0.6494 |  0.6268  | 0.4989 |     0.4912    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.2912 |  0.8945  |   0.8939  | 0.8945 |  0.8936  | 0.8452 |     0.8448    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 1.6225 |  0.6234  |   0.6444  | 0.6234 |  0.5956  | 0.4652 |     0.4563    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.2611 |  0.9221  |   0.9216  | 0.9221 |  0.9211  | 0.8856 |     0.8853    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 1.3859 |  0.6818  |   0.6651  | 0.6818 |  0.6684  | 0.5480 |     0.5456    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.1135 |  0.9562  |   0.9566  | 0.9562 |  0.9563  | 0.9362 |     0.9361    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 1.6743 |  0.7013  |   0.6964  | 0.7013 |  0.6943  | 0.5756 |     0.5735    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0611 |  0.9789  |   0.9789  | 0.9789 |  0.9788  | 0.9691 |     0.9691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.2941 |  0.6753  |   0.6685  | 0.6753 |  0.6710  | 0.5417 |     0.5411    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0422 |  0.9854  |   0.9856  | 0.9854 |  0.9854  | 0.9787 |     0.9786    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.0986 |  0.6364  |   0.6151  | 0.6364 |  0.6201  | 0.4823 |     0.4781    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0709 |  0.9789  |   0.9788  | 0.9789 |  0.9788  | 0.9691 |     0.9691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.3167 |  0.6364  |   0.6238  | 0.6364 |  0.6181  | 0.4859 |     0.4765    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0534 |  0.9789  |   0.9789  | 0.9789 |  0.9788  | 0.9691 |     0.9691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.3793 |  0.6623  |   0.6467  | 0.6623 |  0.6465  | 0.5180 |     0.5129    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1082 |  0.9724  |   0.9728  | 0.9724 |  0.9725  | 0.9598 |     0.9598    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.2495 |  0.6623  |   0.6606  | 0.6623 |  0.6610  | 0.5246 |     0.5242    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0408 |  0.9805  |   0.9805  | 0.9805 |  0.9805  | 0.9715 |     0.9715    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 1.8957 |  0.6688  |   0.6600  | 0.6688 |  0.6590  | 0.5296 |     0.5260    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0411 |  0.9838  |   0.9838  | 0.9838 |  0.9838  | 0.9763 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.5683 |  0.6753  |   0.6545  | 0.6753 |  0.6550  | 0.5355 |     0.5301    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9283263772726059
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.3884 |  0.3604  |   0.2771  | 0.3604 |  0.2487  | -0.0279 |    -0.0158    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3217 |  0.3377  |   0.1140  | 0.3377 |  0.1705  | 0.0000 |     0.0000    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.1546 |  0.5244  |   0.3968  | 0.5244 |  0.4491  | 0.2553 |     0.2374    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.1173 |  0.5455  |   0.3813  | 0.5455 |  0.4479  | 0.3337 |     0.3042    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.0884 |  0.5909  |   0.4460  | 0.5909 |  0.5083  | 0.3646 |     0.3425    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1731 |  0.5390  |   0.3997  | 0.5390 |  0.4455  | 0.3433 |     0.2968    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.0634 |  0.5990  |   0.4525  | 0.5990 |  0.5154  | 0.3788 |     0.3560    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1271 |  0.5584  |   0.3892  | 0.5584 |  0.4560  | 0.3567 |     0.3215    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0724 |  0.5925  |   0.4472  | 0.5925 |  0.5097  | 0.3674 |     0.3451    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0557 |  0.5649  |   0.3917  | 0.5649 |  0.4608  | 0.3666 |     0.3318    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0349 |  0.6006  |   0.4534  | 0.6006 |  0.5167  | 0.3813 |     0.3583    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0417 |  0.5844  |   0.4054  | 0.5844 |  0.4784  | 0.3972 |     0.3624    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 0.9813 |  0.6234  |   0.4705  | 0.6234 |  0.5361  | 0.4202 |     0.3946    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0161 |  0.5779  |   0.4011  | 0.5779 |  0.4735  | 0.3861 |     0.3527    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9561 |  0.6315  |   0.4773  | 0.6315 |  0.5435  | 0.4344 |     0.4081    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0835 |  0.5519  |   0.3884  | 0.5519 |  0.4466  | 0.3555 |     0.3102    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9549 |  0.5990  |   0.6297  | 0.5990 |  0.5215  | 0.3809 |     0.3563    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0054 |  0.6039  |   0.4577  | 0.6039 |  0.5154  | 0.4277 |     0.4027    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.8794 |  0.6461  |   0.6049  | 0.6461 |  0.6029  | 0.4615 |     0.4506    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 1.0457 |  0.5844  |   0.4738  | 0.5844 |  0.5087  | 0.4000 |     0.3741    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.8349 |  0.6948  |   0.7057  | 0.6948 |  0.6421  | 0.5405 |     0.5197    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.0961 |  0.5519  |   0.3923  | 0.5519 |  0.4571  | 0.3439 |     0.3173    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.7970 |  0.6899  |   0.6970  | 0.6899 |  0.6379  | 0.5315 |     0.5112    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0649 |  0.6169  |   0.5267  | 0.6169 |  0.5573  | 0.4534 |     0.4309    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.6969 |  0.7435  |   0.7370  | 0.7435 |  0.7226  | 0.6173 |     0.6100    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.1555 |  0.5909  |   0.5790  | 0.5909 |  0.5365  | 0.4051 |     0.3869    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.6428 |  0.7614  |   0.7610  | 0.7614 |  0.7463  | 0.6454 |     0.6395    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.1210 |  0.6169  |   0.5829  | 0.6169 |  0.5827  | 0.4496 |     0.4420    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.6196 |  0.7744  |   0.7658  | 0.7744 |  0.7667  | 0.6657 |     0.6637    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.4043 |  0.6039  |   0.5124  | 0.6039 |  0.5543  | 0.4360 |     0.4248    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6082 |  0.7646  |   0.7664  | 0.7646 |  0.7612  | 0.6530 |     0.6517    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.2876 |  0.5714  |   0.5369  | 0.5714 |  0.5332  | 0.3861 |     0.3713    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.4845 |  0.8247  |   0.8243  | 0.8247 |  0.8212  | 0.7405 |     0.7388    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.2206 |  0.6364  |   0.6156  | 0.6364 |  0.6147  | 0.4788 |     0.4727    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.4573 |  0.8490  |   0.8479  | 0.8490 |  0.8462  | 0.7772 |     0.7760    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.4890 |  0.5649  |   0.5481  | 0.5649 |  0.5439  | 0.3838 |     0.3781    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.4219 |  0.8474  |   0.8463  | 0.8474 |  0.8466  | 0.7764 |     0.7763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.5070 |  0.6299  |   0.6195  | 0.6299 |  0.6145  | 0.4734 |     0.4697    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.3387 |  0.8669  |   0.8672  | 0.8669 |  0.8669  | 0.8057 |     0.8056    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.4557 |  0.6104  |   0.6085  | 0.6104 |  0.6040  | 0.4491 |     0.4457    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.2213 |  0.9221  |   0.9224  | 0.9221 |  0.9219  | 0.8857 |     0.8856    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 2.0158 |  0.6299  |   0.6047  | 0.6299 |  0.6103  | 0.4691 |     0.4650    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.1916 |  0.9253  |   0.9255  | 0.9253 |  0.9253  | 0.8908 |     0.8907    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 2.5338 |  0.5909  |   0.5642  | 0.5909 |  0.5633  | 0.4123 |     0.4059    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.2147 |  0.9302  |   0.9312  | 0.9302 |  0.9304  | 0.8985 |     0.8981    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.8050 |  0.6104  |   0.6001  | 0.6104 |  0.6009  | 0.4516 |     0.4489    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.2017 |  0.9221  |   0.9224  | 0.9221 |  0.9220  | 0.8860 |     0.8859    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.9215 |  0.6169  |   0.5916  | 0.6169 |  0.5865  | 0.4467 |     0.4378    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.1406 |  0.9578  |   0.9580  | 0.9578 |  0.9578  | 0.9383 |     0.9382    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 2.3030 |  0.6364  |   0.6054  | 0.6364 |  0.6130  | 0.4781 |     0.4733    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.0993 |  0.9643  |   0.9646  | 0.9643 |  0.9642  | 0.9478 |     0.9477    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 2.5789 |  0.6299  |   0.6063  | 0.6299 |  0.6020  | 0.4667 |     0.4588    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.0951 |  0.9659  |   0.9661  | 0.9659 |  0.9659  | 0.9502 |     0.9501    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 2.4130 |  0.6299  |   0.6022  | 0.6299 |  0.6092  | 0.4689 |     0.4649    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.0655 |  0.9773  |   0.9774  | 0.9773 |  0.9773  | 0.9669 |     0.9668    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 3.2020 |  0.6039  |   0.5651  | 0.6039 |  0.5639  | 0.4280 |     0.4170    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.0732 |  0.9789  |   0.9791  | 0.9789 |  0.9789  | 0.9692 |     0.9691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.7461 |  0.6039  |   0.5765  | 0.6039 |  0.5809  | 0.4306 |     0.4257    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.0716 |  0.9756  |   0.9759  | 0.9756 |  0.9757  | 0.9645 |     0.9645    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 3.0236 |  0.6169  |   0.6085  | 0.6169 |  0.5983  | 0.4498 |     0.4426    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1193 |  0.9627  |   0.9628  | 0.9627 |  0.9626  | 0.9454 |     0.9454    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 3.8768 |  0.6364  |   0.6161  | 0.6364 |  0.6129  | 0.4833 |     0.4726    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.3061 |  0.9318  |   0.9317  | 0.9318 |  0.9316  | 0.9003 |     0.9002    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.0906 |  0.6039  |   0.5989  | 0.6039 |  0.6009  | 0.4399 |     0.4396    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.2090 |  0.9334  |   0.9350  | 0.9334 |  0.9331  | 0.9024 |     0.9018    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.1046 |  0.5909  |   0.5823  | 0.5909 |  0.5782  | 0.4179 |     0.4146    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1084 |  0.9562  |   0.9563  | 0.9562 |  0.9560  | 0.9359 |     0.9358    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.2770 |  0.6364  |   0.6226  | 0.6364 |  0.6233  | 0.4809 |     0.4774    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.0949 |  0.9756  |   0.9757  | 0.9756 |  0.9757  | 0.9645 |     0.9645    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.6221 |  0.6104  |   0.5934  | 0.6104 |  0.5884  | 0.4431 |     0.4365    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.0944 |  0.9692  |   0.9692  | 0.9692 |  0.9691  | 0.9549 |     0.9549    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.9363 |  0.6104  |   0.5928  | 0.6104 |  0.5924  | 0.4469 |     0.4406    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.0643 |  0.9805  |   0.9806  | 0.9805 |  0.9805  | 0.9716 |     0.9716    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 3.2404 |  0.6299  |   0.6236  | 0.6299 |  0.6004  | 0.4677 |     0.4581    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.0580 |  0.9756  |   0.9758  | 0.9756 |  0.9756  | 0.9644 |     0.9643    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 3.9372 |  0.6364  |   0.5939  | 0.6364 |  0.5924  | 0.4778 |     0.4631    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1083 |  0.9610  |   0.9611  | 0.9610 |  0.9608  | 0.9430 |     0.9429    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 3.2448 |  0.5974  |   0.6087  | 0.5974 |  0.6019  | 0.4383 |     0.4376    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0779 |  0.9756  |   0.9757  | 0.9756 |  0.9756  | 0.9644 |     0.9644    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 3.3970 |  0.6169  |   0.5725  | 0.6169 |  0.5824  | 0.4472 |     0.4398    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0519 |  0.9854  |   0.9854  | 0.9854 |  0.9854  | 0.9787 |     0.9786    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 4.2816 |  0.6039  |   0.5576  | 0.6039 |  0.5693  | 0.4283 |     0.4212    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.2008 |  0.9448  |   0.9457  | 0.9448 |  0.9450  | 0.9198 |     0.9197    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.8640 |  0.6494  |   0.6341  | 0.6494 |  0.6307  | 0.5007 |     0.4930    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.2044 |  0.9399  |   0.9405  | 0.9399 |  0.9396  | 0.9121 |     0.9117    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.3928 |  0.6104  |   0.6039  | 0.6104 |  0.6006  | 0.4504 |     0.4477    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.1373 |  0.9481  |   0.9479  | 0.9481 |  0.9478  | 0.9239 |     0.9238    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.0777 |  0.6039  |   0.6075  | 0.6039 |  0.5970  | 0.4387 |     0.4360    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0650 |  0.9789  |   0.9789  | 0.9789 |  0.9789  | 0.9692 |     0.9691    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.7263 |  0.6299  |   0.6048  | 0.6299 |  0.6095  | 0.4705 |     0.4654    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0564 |  0.9854  |   0.9855  | 0.9854 |  0.9853  | 0.9787 |     0.9786    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 3.2446 |  0.6299  |   0.5900  | 0.6299 |  0.5969  | 0.4666 |     0.4589    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0811 |  0.9724  |   0.9730  | 0.9724 |  0.9726  | 0.9599 |     0.9598    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.2899 |  0.6169  |   0.5919  | 0.6169 |  0.5986  | 0.4513 |     0.4481    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0851 |  0.9821  |   0.9822  | 0.9821 |  0.9820  | 0.9739 |     0.9738    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 3.1732 |  0.6104  |   0.5871  | 0.6104 |  0.5914  | 0.4424 |     0.4389    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0534 |  0.9821  |   0.9822  | 0.9821 |  0.9821  | 0.9739 |     0.9739    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.8180 |  0.6104  |   0.5818  | 0.6104 |  0.5914  | 0.4421 |     0.4394    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0356 |  0.9903  |   0.9903  | 0.9903 |  0.9902  | 0.9858 |     0.9858    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 3.5149 |  0.6234  |   0.5894  | 0.6234 |  0.5962  | 0.4586 |     0.4533    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  1.005377921462059
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00,  3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.6422 |  0.3847  |   0.2973  | 0.3847 |  0.3269  | 0.0177 |     0.0159    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.3120 |  0.4935  |   0.3948  | 0.4935 |  0.3924  | 0.2966 |     0.2167    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.1771 |  0.5519  |   0.4169  | 0.5519 |  0.4742  | 0.2984 |     0.2792    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.1874 |  0.5325  |   0.4029  | 0.5325 |  0.4430  | 0.3354 |     0.2872    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.1225 |  0.5812  |   0.4395  | 0.5812 |  0.4994  | 0.3489 |     0.3261    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1403 |  0.5390  |   0.3760  | 0.5390 |  0.4404  | 0.3235 |     0.2916    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.0439 |  0.5990  |   0.4523  | 0.5990 |  0.5150  | 0.3788 |     0.3552    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1044 |  0.5649  |   0.3931  | 0.5649 |  0.4609  | 0.3678 |     0.3315    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0535 |  0.6023  |   0.4546  | 0.6023 |  0.5181  | 0.3840 |     0.3609    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.0629 |  0.5844  |   0.4085  | 0.5844 |  0.4801  | 0.3987 |     0.3637    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 0.9834 |  0.6412  |   0.4839  | 0.6412 |  0.5516  | 0.4507 |     0.4235    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0723 |  0.5714  |   0.3965  | 0.5714 |  0.4677  | 0.3756 |     0.3424    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 0.9686 |  0.6510  |   0.4925  | 0.6510 |  0.5605  | 0.4680 |     0.4395    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0518 |  0.5844  |   0.4063  | 0.5844 |  0.4784  | 0.3981 |     0.3621    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9385 |  0.6461  |   0.4881  | 0.6461 |  0.5561  | 0.4592 |     0.4315    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 0.9845 |  0.5844  |   0.4076  | 0.5844 |  0.4799  | 0.3978 |     0.3634    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9314 |  0.6591  |   0.4981  | 0.6591 |  0.5673  | 0.4816 |     0.4525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 1.0359 |  0.5909  |   0.4548  | 0.5909 |  0.4965  | 0.4395 |     0.3763    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9446 |  0.6510  |   0.4941  | 0.6510 |  0.5607  | 0.4696 |     0.4399    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 0.9628 |  0.6104  |   0.4238  | 0.6104 |  0.5001  | 0.4407 |     0.4024    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9645 |  0.6331  |   0.5862  | 0.6331 |  0.5470  | 0.4368 |     0.4109    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.1278 |  0.5909  |   0.4502  | 0.5909 |  0.4963  | 0.4349 |     0.3760    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9137 |  0.6672  |   0.6165  | 0.6672 |  0.5825  | 0.4981 |     0.4672    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 0.9628 |  0.6104  |   0.4344  | 0.6104 |  0.5045  | 0.4467 |     0.4041    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.8225 |  0.6769  |   0.5877  | 0.6769 |  0.5889  | 0.5139 |     0.4827    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9967 |  0.6039  |   0.4787  | 0.6039 |  0.5163  | 0.4268 |     0.3994    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.7932 |  0.7078  |   0.6925  | 0.7078 |  0.6658  | 0.5607 |     0.5455    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9891 |  0.6104  |   0.5788  | 0.6104 |  0.5652  | 0.4375 |     0.4219    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.7072 |  0.7370  |   0.7228  | 0.7370 |  0.7205  | 0.6078 |     0.6027    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.0065 |  0.5909  |   0.5875  | 0.5909 |  0.5712  | 0.4169 |     0.4121    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6788 |  0.7484  |   0.7403  | 0.7484 |  0.7298  | 0.6244 |     0.6168    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0352 |  0.6104  |   0.5892  | 0.6104 |  0.5906  | 0.4413 |     0.4368    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.6312 |  0.7906  |   0.7877  | 0.7906 |  0.7880  | 0.6914 |     0.6909    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 0.9603 |  0.6429  |   0.6271  | 0.6429 |  0.6246  | 0.4892 |     0.4824    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.5827 |  0.7971  |   0.7935  | 0.7971 |  0.7922  | 0.7003 |     0.6983    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.0323 |  0.6623  |   0.6502  | 0.6623 |  0.6484  | 0.5199 |     0.5142    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.4899 |  0.8149  |   0.8094  | 0.8149 |  0.8083  | 0.7257 |     0.7237    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.1616 |  0.5974  |   0.6030  | 0.5974 |  0.5954  | 0.4364 |     0.4333    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.4211 |  0.8360  |   0.8329  | 0.8360 |  0.8334  | 0.7583 |     0.7577    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.4807 |  0.6234  |   0.6245  | 0.6234 |  0.5946  | 0.4650 |     0.4478    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.4259 |  0.8620  |   0.8602  | 0.8620 |  0.8606  | 0.7972 |     0.7969    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.7708 |  0.6169  |   0.6002  | 0.6169 |  0.5928  | 0.4506 |     0.4409    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.3949 |  0.8701  |   0.8694  | 0.8701 |  0.8681  | 0.8087 |     0.8080    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.3294 |  0.5974  |   0.6011  | 0.5974 |  0.5888  | 0.4310 |     0.4246    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.4294 |  0.8636  |   0.8625  | 0.8636 |  0.8595  | 0.7987 |     0.7968    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.2235 |  0.6299  |   0.6421  | 0.6299 |  0.6343  | 0.4820 |     0.4811    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.3952 |  0.8539  |   0.8540  | 0.8539 |  0.8533  | 0.7857 |     0.7854    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.4539 |  0.5974  |   0.6120  | 0.5974 |  0.5974  | 0.4330 |     0.4276    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.2644 |  0.9221  |   0.9211  | 0.9221 |  0.9209  | 0.8856 |     0.8852    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.5437 |  0.6234  |   0.5994  | 0.6234 |  0.5910  | 0.4567 |     0.4470    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2159 |  0.9367  |   0.9363  | 0.9367 |  0.9359  | 0.9073 |     0.9069    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.6762 |  0.6429  |   0.6352  | 0.6429 |  0.6252  | 0.4874 |     0.4811    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.1653 |  0.9432  |   0.9436  | 0.9432 |  0.9429  | 0.9167 |     0.9165    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 1.9680 |  0.6429  |   0.6332  | 0.6429 |  0.6344  | 0.4913 |     0.4895    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.1189 |  0.9529  |   0.9529  | 0.9529 |  0.9526  | 0.9311 |     0.9309    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 2.1680 |  0.6429  |   0.6336  | 0.6429 |  0.6320  | 0.4926 |     0.4900    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.1289 |  0.9562  |   0.9560  | 0.9562 |  0.9557  | 0.9358 |     0.9355    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.3332 |  0.6364  |   0.6340  | 0.6364 |  0.6259  | 0.4916 |     0.4851    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.3242 |  0.9058  |   0.9053  | 0.9058 |  0.9051  | 0.8624 |     0.8620    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.0599 |  0.6234  |   0.6175  | 0.6234 |  0.6030  | 0.4598 |     0.4503    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.2879 |  0.9010  |   0.9015  | 0.9010 |  0.9009  | 0.8552 |     0.8551    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 1.6935 |  0.6104  |   0.6215  | 0.6104 |  0.6028  | 0.4502 |     0.4436    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.2164 |  0.9351  |   0.9351  | 0.9351 |  0.9347  | 0.9047 |     0.9045    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 1.4405 |  0.6688  |   0.6537  | 0.6688 |  0.6516  | 0.5261 |     0.5207    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1782 |  0.9416  |   0.9415  | 0.9416 |  0.9410  | 0.9145 |     0.9142    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.1737 |  0.6039  |   0.5988  | 0.6039 |  0.5835  | 0.4391 |     0.4277    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1255 |  0.9627  |   0.9627  | 0.9627 |  0.9625  | 0.9454 |     0.9453    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.2608 |  0.6299  |   0.6231  | 0.6299 |  0.6139  | 0.4678 |     0.4620    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.0997 |  0.9627  |   0.9625  | 0.9627 |  0.9625  | 0.9454 |     0.9454    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.2132 |  0.6623  |   0.6582  | 0.6623 |  0.6576  | 0.5218 |     0.5207    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.0428 |  0.9854  |   0.9855  | 0.9854 |  0.9853  | 0.9787 |     0.9786    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.7926 |  0.6104  |   0.6343  | 0.6104 |  0.6179  | 0.4575 |     0.4553    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.2309 |  0.9416  |   0.9418  | 0.9416 |  0.9416  | 0.9147 |     0.9147    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.1590 |  0.6429  |   0.6349  | 0.6429 |  0.6359  | 0.4952 |     0.4931    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.1715 |  0.9481  |   0.9480  | 0.9481 |  0.9472  | 0.9239 |     0.9235    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 2.4530 |  0.6429  |   0.6276  | 0.6429 |  0.6117  | 0.4861 |     0.4756    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1326 |  0.9562  |   0.9565  | 0.9562 |  0.9562  | 0.9361 |     0.9359    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.2520 |  0.6429  |   0.6212  | 0.6429 |  0.6113  | 0.4860 |     0.4755    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1065 |  0.9643  |   0.9644  | 0.9643 |  0.9643  | 0.9478 |     0.9478    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.1892 |  0.6234  |   0.6133  | 0.6234 |  0.6166  | 0.4653 |     0.4643    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.1834 |  0.9432  |   0.9434  | 0.9432 |  0.9430  | 0.9168 |     0.9166    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 1.5961 |  0.6948  |   0.6860  | 0.6948 |  0.6888  | 0.5689 |     0.5680    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.1121 |  0.9610  |   0.9611  | 0.9610 |  0.9608  | 0.9431 |     0.9429    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 1.9852 |  0.6753  |   0.6803  | 0.6753 |  0.6625  | 0.5373 |     0.5295    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0818 |  0.9675  |   0.9681  | 0.9675 |  0.9677  | 0.9527 |     0.9526    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 2.7596 |  0.6299  |   0.6170  | 0.6299 |  0.6052  | 0.4678 |     0.4594    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0959 |  0.9692  |   0.9692  | 0.9692 |  0.9691  | 0.9549 |     0.9549    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 2.8587 |  0.6169  |   0.5971  | 0.6169 |  0.5946  | 0.4491 |     0.4437    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.0884 |  0.9692  |   0.9693  | 0.9692 |  0.9692  | 0.9550 |     0.9550    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.0651 |  0.6234  |   0.6461  | 0.6234 |  0.6060  | 0.4628 |     0.4564    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.0728 |  0.9821  |   0.9823  | 0.9821 |  0.9820  | 0.9739 |     0.9738    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.8394 |  0.6494  |   0.6365  | 0.6494 |  0.6354  | 0.4989 |     0.4957    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0346 |  0.9935  |   0.9935  | 0.9935 |  0.9935  | 0.9905 |     0.9905    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 3.3468 |  0.6558  |   0.6418  | 0.6558 |  0.6375  | 0.5066 |     0.5014    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0671 |  0.9838  |   0.9844  | 0.9838 |  0.9839  | 0.9764 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.9578 |  0.6753  |   0.6808  | 0.6753 |  0.6563  | 0.5387 |     0.5323    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0803 |  0.9756  |   0.9757  | 0.9756 |  0.9752  | 0.9644 |     0.9643    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.9181 |  0.6623  |   0.6579  | 0.6623 |  0.6530  | 0.5239 |     0.5199    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0164 |  0.9984  |   0.9984  | 0.9984 |  0.9984  | 0.9976 |     0.9976    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.9548 |  0.6494  |   0.6435  | 0.6494 |  0.6272  | 0.4977 |     0.4889    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.960331529378891
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |   MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
|   1   | Train | 1.4883 |  0.3701  |   0.2720  | 0.3701 |  0.2529  | -0.0008 |    -0.0005    |
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.2598 |  0.4870  |   0.3991  | 0.4870 |  0.4014  | 0.2838 |     0.2200    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.1561 |  0.5682  |   0.4289  | 0.5682 |  0.4888  | 0.3257 |     0.3060    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.0869 |  0.5649  |   0.3932  | 0.5649 |  0.4636  | 0.3646 |     0.3333    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.0729 |  0.5893  |   0.4452  | 0.5893 |  0.5070  | 0.3624 |     0.3404    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.1003 |  0.5455  |   0.3849  | 0.5455 |  0.4421  | 0.3440 |     0.3002    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.0624 |  0.5990  |   0.4530  | 0.5990 |  0.5151  | 0.3792 |     0.3550    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.0940 |  0.5584  |   0.4165  | 0.5584 |  0.4632  | 0.3776 |     0.3265    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0251 |  0.6088  |   0.4609  | 0.6088 |  0.5239  | 0.3966 |     0.3720    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1306 |  0.5519  |   0.4486  | 0.5519 |  0.4617  | 0.3965 |     0.3182    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0203 |  0.6250  |   0.4746  | 0.6250 |  0.5385  | 0.4251 |     0.3982    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.0365 |  0.6169  |   0.4282  | 0.6169 |  0.5054  | 0.4515 |     0.4125    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 0.9890 |  0.6380  |   0.4820  | 0.6380 |  0.5486  | 0.4457 |     0.4178    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.0459 |  0.5844  |   0.4089  | 0.5844 |  0.4807  | 0.3982 |     0.3636    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 0.9623 |  0.6445  |   0.4872  | 0.6445 |  0.5548  | 0.4566 |     0.4290    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 0.9654 |  0.6039  |   0.4332  | 0.6039 |  0.4991  | 0.4402 |     0.3947    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 0.9142 |  0.6364  |   0.4806  | 0.6364 |  0.5476  | 0.4425 |     0.4158    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 0.9593 |  0.6234  |   0.4403  | 0.6234 |  0.5139  | 0.4668 |     0.4238    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9186 |  0.6640  |   0.5697  | 0.6640 |  0.5740  | 0.4893 |     0.4607    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 0.9664 |  0.5974  |   0.4158  | 0.5974 |  0.4903  | 0.4190 |     0.3831    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.8168 |  0.6818  |   0.6552  | 0.6818 |  0.6233  | 0.5180 |     0.4988    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 0.9656 |  0.6039  |   0.6369  | 0.6039 |  0.5258  | 0.4275 |     0.4002    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.7600 |  0.7045  |   0.6837  | 0.7045 |  0.6698  | 0.5552 |     0.5431    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.0251 |  0.6104  |   0.5744  | 0.6104 |  0.5203  | 0.4393 |     0.4066    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.6865 |  0.7354  |   0.7208  | 0.7354 |  0.7212  | 0.6056 |     0.6018    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 1.0478 |  0.6039  |   0.5593  | 0.6039 |  0.5628  | 0.4278 |     0.4161    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.6282 |  0.7565  |   0.7430  | 0.7565 |  0.7435  | 0.6381 |     0.6343    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 0.9491 |  0.6104  |   0.5942  | 0.6104 |  0.5930  | 0.4428 |     0.4365    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.5103 |  0.8019  |   0.7947  | 0.8019 |  0.7941  | 0.7062 |     0.7041    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 1.1615 |  0.6364  |   0.6150  | 0.6364 |  0.6113  | 0.4905 |     0.4811    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.4891 |  0.8052  |   0.7993  | 0.8052 |  0.8013  | 0.7129 |     0.7123    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 0.9338 |  0.6753  |   0.6637  | 0.6753 |  0.6587  | 0.5373 |     0.5306    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.4932 |  0.8182  |   0.8162  | 0.8182 |  0.8156  | 0.7323 |     0.7311    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.7675 |  0.5779  |   0.6451  | 0.5779 |  0.5664  | 0.4211 |     0.3896    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.3975 |  0.8523  |   0.8514  | 0.8523 |  0.8510  | 0.7828 |     0.7824    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.3470 |  0.6364  |   0.6197  | 0.6364 |  0.6129  | 0.4784 |     0.4721    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.3549 |  0.8620  |   0.8585  | 0.8620 |  0.8583  | 0.7964 |     0.7953    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.3214 |  0.6429  |   0.6246  | 0.6429 |  0.6194  | 0.4868 |     0.4797    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.3416 |  0.8766  |   0.8754  | 0.8766 |  0.8755  | 0.8189 |     0.8187    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.4391 |  0.6494  |   0.6393  | 0.6494 |  0.6287  | 0.5021 |     0.4952    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.2498 |  0.9042  |   0.9035  | 0.9042 |  0.9036  | 0.8595 |     0.8594    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.4459 |  0.6623  |   0.6479  | 0.6623 |  0.6499  | 0.5173 |     0.5145    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.1954 |  0.9237  |   0.9238  | 0.9237 |  0.9233  | 0.8883 |     0.8881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.6335 |  0.6364  |   0.6195  | 0.6364 |  0.6238  | 0.4825 |     0.4805    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.1959 |  0.9399  |   0.9395  | 0.9399 |  0.9393  | 0.9119 |     0.9117    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 2.1485 |  0.6234  |   0.6221  | 0.6234 |  0.5958  | 0.4664 |     0.4486    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.2168 |  0.9416  |   0.9413  | 0.9416 |  0.9412  | 0.9143 |     0.9142    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.8927 |  0.6104  |   0.6222  | 0.6104 |  0.6096  | 0.4513 |     0.4486    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.2087 |  0.9367  |   0.9360  | 0.9367 |  0.9360  | 0.9072 |     0.9070    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.9414 |  0.6169  |   0.6212  | 0.6169 |  0.6004  | 0.4559 |     0.4496    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2230 |  0.9140  |   0.9140  | 0.9140 |  0.9139  | 0.8743 |     0.8743    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 2.0349 |  0.6558  |   0.6217  | 0.6558 |  0.6248  | 0.5081 |     0.4997    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.1959 |  0.9253  |   0.9258  | 0.9253 |  0.9254  | 0.8909 |     0.8908    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 2.2498 |  0.6558  |   0.6442  | 0.6558 |  0.6340  | 0.5124 |     0.5007    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.1774 |  0.9383  |   0.9386  | 0.9383 |  0.9382  | 0.9098 |     0.9096    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 2.0667 |  0.6234  |   0.6196  | 0.6234 |  0.6080  | 0.4655 |     0.4586    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.0913 |  0.9692  |   0.9691  | 0.9692 |  0.9689  | 0.9549 |     0.9548    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.0541 |  0.6234  |   0.6084  | 0.6234 |  0.6076  | 0.4635 |     0.4596    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.0857 |  0.9659  |   0.9659  | 0.9659 |  0.9655  | 0.9501 |     0.9499    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 2.4215 |  0.6169  |   0.5920  | 0.6169 |  0.5964  | 0.4564 |     0.4508    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1461 |  0.9578  |   0.9577  | 0.9578 |  0.9577  | 0.9384 |     0.9383    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 3.1517 |  0.6299  |   0.6340  | 0.6299 |  0.6250  | 0.4749 |     0.4722    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1460 |  0.9610  |   0.9612  | 0.9610 |  0.9611  | 0.9432 |     0.9431    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 2.5447 |  0.5974  |   0.6062  | 0.5974 |  0.5955  | 0.4351 |     0.4314    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1307 |  0.9416  |   0.9415  | 0.9416 |  0.9408  | 0.9144 |     0.9140    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.1984 |  0.6104  |   0.6024  | 0.6104 |  0.6043  | 0.4514 |     0.4500    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1009 |  0.9724  |   0.9725  | 0.9724 |  0.9724  | 0.9597 |     0.9597    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.4903 |  0.6623  |   0.6766  | 0.6623 |  0.6565  | 0.5195 |     0.5150    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.0968 |  0.9724  |   0.9727  | 0.9724 |  0.9724  | 0.9597 |     0.9596    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.4981 |  0.6688  |   0.6566  | 0.6688 |  0.6607  | 0.5299 |     0.5286    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.1478 |  0.9724  |   0.9725  | 0.9724 |  0.9722  | 0.9596 |     0.9595    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 2.8750 |  0.6299  |   0.6385  | 0.6299 |  0.6152  | 0.4846 |     0.4718    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.3806 |  0.8961  |   0.8961  | 0.8961 |  0.8958  | 0.8485 |     0.8483    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 2.7819 |  0.5260  |   0.5132  | 0.5260 |  0.4724  | 0.3402 |     0.3097    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.3334 |  0.8929  |   0.8935  | 0.8929 |  0.8928  | 0.8435 |     0.8431    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 1.5334 |  0.6234  |   0.6378  | 0.6234 |  0.6229  | 0.4715 |     0.4680    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.1185 |  0.9675  |   0.9679  | 0.9675 |  0.9676  | 0.9526 |     0.9525    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 1.8865 |  0.6429  |   0.6380  | 0.6429 |  0.6287  | 0.4903 |     0.4841    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.0521 |  0.9838  |   0.9838  | 0.9838 |  0.9836  | 0.9763 |     0.9762    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.3741 |  0.6429  |   0.6374  | 0.6429 |  0.6370  | 0.4922 |     0.4905    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0198 |  0.9903  |   0.9903  | 0.9903 |  0.9902  | 0.9858 |     0.9858    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 3.1038 |  0.6039  |   0.6074  | 0.6039 |  0.6033  | 0.4405 |     0.4392    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0220 |  0.9951  |   0.9952  | 0.9951 |  0.9951  | 0.9929 |     0.9929    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 3.0571 |  0.6364  |   0.6320  | 0.6364 |  0.6335  | 0.4857 |     0.4854    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0196 |  0.9903  |   0.9903  | 0.9903 |  0.9902  | 0.9858 |     0.9858    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.4044 |  0.6104  |   0.5905  | 0.6104 |  0.5937  | 0.4415 |     0.4380    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0372 |  0.9935  |   0.9936  | 0.9935 |  0.9935  | 0.9905 |     0.9905    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 3.8006 |  0.6299  |   0.6366  | 0.6299 |  0.6327  | 0.4831 |     0.4829    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.2087 |  0.9545  |   0.9549  | 0.9545 |  0.9543  | 0.9335 |     0.9332    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 2.7834 |  0.6039  |   0.6386  | 0.6039 |  0.6080  | 0.4512 |     0.4432    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.1812 |  0.9513  |   0.9521  | 0.9513 |  0.9515  | 0.9292 |     0.9291    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 1.6865 |  0.6753  |   0.6733  | 0.6753 |  0.6640  | 0.5369 |     0.5330    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.0980 |  0.9643  |   0.9642  | 0.9643 |  0.9641  | 0.9477 |     0.9476    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.0468 |  0.6299  |   0.6208  | 0.6299 |  0.6209  | 0.4715 |     0.4690    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.0388 |  0.9919  |   0.9920  | 0.9919 |  0.9918  | 0.9882 |     0.9881    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.4534 |  0.6429  |   0.6404  | 0.6429 |  0.6375  | 0.5003 |     0.4976    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0180 |  0.9951  |   0.9952  | 0.9951 |  0.9951  | 0.9929 |     0.9929    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.9587 |  0.6688  |   0.6634  | 0.6688 |  0.6616  | 0.5277 |     0.5255    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0135 |  0.9935  |   0.9936  | 0.9935 |  0.9935  | 0.9905 |     0.9905    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 3.4546 |  0.6623  |   0.6478  | 0.6623 |  0.6475  | 0.5173 |     0.5130    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9338455401360989
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Train | 1.3229 |  0.3588  |   0.3117  | 0.3588 |  0.2447  | 0.0035 |     0.0022    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   1   | Validation | 1.1924 |  0.5260  |   0.3767  | 0.5260 |  0.4260  | 0.3149 |     0.2697    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Train | 1.1784 |  0.5471  |   0.4145  | 0.5471 |  0.4699  | 0.2909 |     0.2710    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   2   | Validation | 1.2515 |  0.5000  |   0.4237  | 0.5000 |  0.4101  | 0.3231 |     0.2403    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Train | 1.2024 |  0.5455  |   0.4117  | 0.5455 |  0.4693  | 0.2869 |     0.2696    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   3   | Validation | 1.2104 |  0.5195  |   0.3783  | 0.5195 |  0.4278  | 0.3044 |     0.2667    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Train | 1.1436 |  0.5487  |   0.4243  | 0.5487 |  0.4685  | 0.3028 |     0.2719    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   4   | Validation | 1.1030 |  0.5584  |   0.3913  | 0.5584 |  0.4565  | 0.3582 |     0.3213    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Train | 1.0841 |  0.5893  |   0.4456  | 0.5893 |  0.5072  | 0.3626 |     0.3405    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   5   | Validation | 1.1035 |  0.5519  |   0.4100  | 0.5519 |  0.4578  | 0.3644 |     0.3165    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Train | 1.0868 |  0.5958  |   0.4498  | 0.5958 |  0.5122  | 0.3732 |     0.3500    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   6   | Validation | 1.1482 |  0.5390  |   0.4028  | 0.5390 |  0.4464  | 0.3451 |     0.2969    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Train | 1.0735 |  0.6023  |   0.4551  | 0.6023 |  0.5183  | 0.3844 |     0.3612    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   7   | Validation | 1.1292 |  0.5390  |   0.4216  | 0.5390 |  0.4484  | 0.3605 |     0.2979    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Train | 1.0409 |  0.6039  |   0.4560  | 0.6039 |  0.5196  | 0.3869 |     0.3636    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   8   | Validation | 1.0584 |  0.5779  |   0.4017  | 0.5779 |  0.4739  | 0.3862 |     0.3531    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Train | 1.0057 |  0.6120  |   0.4620  | 0.6120 |  0.5265  | 0.4007 |     0.3766    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   9   | Validation | 0.9805 |  0.5974  |   0.4208  | 0.5974 |  0.4917  | 0.4230 |     0.3840    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Train | 0.9568 |  0.6282  |   0.4769  | 0.6282 |  0.5412  | 0.4306 |     0.4034    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   10  | Validation | 0.9808 |  0.5909  |   0.4183  | 0.5909 |  0.4873  | 0.4129 |     0.3742    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Train | 0.9342 |  0.6266  |   0.5416  | 0.6266 |  0.5443  | 0.4256 |     0.4014    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   11  | Validation | 1.1578 |  0.5909  |   0.6021  | 0.5909 |  0.5094  | 0.4453 |     0.3791    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Train | 0.9794 |  0.6477  |   0.6614  | 0.6477 |  0.5900  | 0.4656 |     0.4430    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   12  | Validation | 1.1332 |  0.5649  |   0.5480  | 0.5649 |  0.5076  | 0.4034 |     0.3500    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Train | 0.9201 |  0.6461  |   0.6546  | 0.6461 |  0.5842  | 0.4607 |     0.4392    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   13  | Validation | 0.9646 |  0.5909  |   0.5156  | 0.5909 |  0.5067  | 0.4061 |     0.3791    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Train | 0.8059 |  0.6786  |   0.6624  | 0.6786 |  0.6178  | 0.5131 |     0.4919    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   14  | Validation | 1.0307 |  0.5779  |   0.5519  | 0.5779 |  0.5349  | 0.4159 |     0.3819    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Train | 0.8045 |  0.6737  |   0.6517  | 0.6737 |  0.6378  | 0.5093 |     0.4962    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   15  | Validation | 0.9546 |  0.6299  |   0.6118  | 0.6299 |  0.5827  | 0.4692 |     0.4533    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Train | 0.6846 |  0.7354  |   0.7184  | 0.7354 |  0.7117  | 0.6034 |     0.5956    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   16  | Validation | 1.0288 |  0.6039  |   0.5836  | 0.6039 |  0.5677  | 0.4346 |     0.4159    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Train | 0.6898 |  0.7354  |   0.7280  | 0.7354 |  0.7204  | 0.6048 |     0.5988    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   17  | Validation | 1.0486 |  0.5714  |   0.5301  | 0.5714 |  0.5308  | 0.3771 |     0.3667    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Train | 0.6035 |  0.7549  |   0.7527  | 0.7549 |  0.7453  | 0.6357 |     0.6318    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   18  | Validation | 1.2350 |  0.5909  |   0.5285  | 0.5909 |  0.5401  | 0.4072 |     0.3953    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Train | 0.5231 |  0.8198  |   0.8171  | 0.8198 |  0.8127  | 0.7330 |     0.7300    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   19  | Validation | 1.3831 |  0.5779  |   0.5791  | 0.5779 |  0.5570  | 0.4148 |     0.4009    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Train | 0.5096 |  0.8166  |   0.8131  | 0.8166 |  0.8110  | 0.7293 |     0.7268    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   20  | Validation | 1.2737 |  0.6104  |   0.5918  | 0.6104 |  0.5775  | 0.4376 |     0.4280    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Train | 0.3849 |  0.8555  |   0.8533  | 0.8555 |  0.8528  | 0.7871 |     0.7862    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   21  | Validation | 1.7308 |  0.5584  |   0.6057  | 0.5584 |  0.5568  | 0.3897 |     0.3758    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Train | 0.3624 |  0.8620  |   0.8603  | 0.8620 |  0.8598  | 0.7972 |     0.7965    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   22  | Validation | 1.7193 |  0.5519  |   0.5518  | 0.5519 |  0.5429  | 0.3638 |     0.3594    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Train | 0.3424 |  0.8701  |   0.8708  | 0.8701 |  0.8695  | 0.8102 |     0.8093    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   23  | Validation | 1.6968 |  0.5974  |   0.5812  | 0.5974 |  0.5846  | 0.4304 |     0.4273    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Train | 0.2728 |  0.8977  |   0.8973  | 0.8977 |  0.8974  | 0.8502 |     0.8502    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   24  | Validation | 1.5343 |  0.6039  |   0.5733  | 0.6039 |  0.5811  | 0.4303 |     0.4259    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Train | 0.3211 |  0.8912  |   0.8910  | 0.8912 |  0.8908  | 0.8406 |     0.8404    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   25  | Validation | 1.6411 |  0.6039  |   0.5896  | 0.6039 |  0.5816  | 0.4321 |     0.4240    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Train | 0.2453 |  0.9107  |   0.9106  | 0.9107 |  0.9092  | 0.8689 |     0.8681    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   26  | Validation | 1.8099 |  0.6299  |   0.6256  | 0.6299 |  0.6114  | 0.4706 |     0.4608    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Train | 0.2919 |  0.8945  |   0.8953  | 0.8945 |  0.8939  | 0.8454 |     0.8446    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   27  | Validation | 2.3635 |  0.5844  |   0.5861  | 0.5844 |  0.5662  | 0.4079 |     0.4028    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Train | 0.2240 |  0.9123  |   0.9121  | 0.9123 |  0.9116  | 0.8715 |     0.8711    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   28  | Validation | 1.6604 |  0.6494  |   0.6377  | 0.6494 |  0.6390  | 0.5014 |     0.4994    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Train | 0.1871 |  0.9464  |   0.9472  | 0.9464 |  0.9462  | 0.9216 |     0.9212    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   29  | Validation | 2.0422 |  0.6104  |   0.5875  | 0.6104 |  0.5881  | 0.4396 |     0.4342    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Train | 0.1115 |  0.9627  |   0.9634  | 0.9627 |  0.9629  | 0.9456 |     0.9455    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   30  | Validation | 3.0367 |  0.6039  |   0.5778  | 0.6039 |  0.5684  | 0.4278 |     0.4161    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Train | 0.1229 |  0.9529  |   0.9537  | 0.9529 |  0.9531  | 0.9314 |     0.9312    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   31  | Validation | 2.4980 |  0.6104  |   0.5745  | 0.6104 |  0.5737  | 0.4367 |     0.4271    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Train | 0.1308 |  0.9562  |   0.9562  | 0.9562 |  0.9560  | 0.9360 |     0.9359    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   32  | Validation | 3.0274 |  0.6429  |   0.6479  | 0.6429 |  0.6239  | 0.4910 |     0.4818    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Train | 0.1421 |  0.9448  |   0.9457  | 0.9448 |  0.9445  | 0.9192 |     0.9188    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   33  | Validation | 2.7826 |  0.4935  |   0.4839  | 0.4935 |  0.4711  | 0.2954 |     0.2868    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Train | 0.1844 |  0.9383  |   0.9382  | 0.9383 |  0.9382  | 0.9097 |     0.9097    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   34  | Validation | 2.4440 |  0.5649  |   0.5475  | 0.5649 |  0.5494  | 0.3780 |     0.3752    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.30batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Train | 0.0770 |  0.9675  |   0.9684  | 0.9675 |  0.9675  | 0.9528 |     0.9524    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   35  | Validation | 2.5706 |  0.6299  |   0.6089  | 0.6299 |  0.6064  | 0.4701 |     0.4618    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Train | 0.0485 |  0.9838  |   0.9840  | 0.9838 |  0.9838  | 0.9763 |     0.9763    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   36  | Validation | 3.4617 |  0.6364  |   0.6148  | 0.6364 |  0.6211  | 0.4804 |     0.4780    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Train | 0.0526 |  0.9805  |   0.9808  | 0.9805 |  0.9806  | 0.9716 |     0.9716    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   37  | Validation | 3.5906 |  0.5974  |   0.5925  | 0.5974 |  0.5827  | 0.4312 |     0.4239    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Train | 0.2038 |  0.9432  |   0.9438  | 0.9432 |  0.9433  | 0.9170 |     0.9169    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   38  | Validation | 3.4208 |  0.5909  |   0.5568  | 0.5909 |  0.5614  | 0.4134 |     0.4050    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Train | 0.2332 |  0.9253  |   0.9259  | 0.9253 |  0.9254  | 0.8914 |     0.8911    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   39  | Validation | 2.0605 |  0.6169  |   0.6027  | 0.6169 |  0.5899  | 0.4492 |     0.4416    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Train | 0.1269 |  0.9529  |   0.9529  | 0.9529 |  0.9525  | 0.9310 |     0.9308    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   40  | Validation | 2.2367 |  0.5584  |   0.5450  | 0.5584 |  0.5450  | 0.3695 |     0.3668    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Train | 0.0981 |  0.9675  |   0.9677  | 0.9675 |  0.9675  | 0.9526 |     0.9526    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   41  | Validation | 2.8277 |  0.6039  |   0.5810  | 0.6039 |  0.5743  | 0.4302 |     0.4211    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Train | 0.0514 |  0.9854  |   0.9855  | 0.9854 |  0.9854  | 0.9787 |     0.9787    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   42  | Validation | 2.9098 |  0.6104  |   0.5890  | 0.6104 |  0.5881  | 0.4412 |     0.4350    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Train | 0.0305 |  0.9870  |   0.9871  | 0.9870 |  0.9870  | 0.9810 |     0.9810    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   43  | Validation | 3.1775 |  0.6234  |   0.5864  | 0.6234 |  0.5937  | 0.4577 |     0.4510    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Train | 0.0357 |  0.9805  |   0.9807  | 0.9805 |  0.9805  | 0.9716 |     0.9716    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   44  | Validation | 4.4610 |  0.6234  |   0.6223  | 0.6234 |  0.5958  | 0.4650 |     0.4575    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Train | 0.2961 |  0.9416  |   0.9430  | 0.9416 |  0.9419  | 0.9154 |     0.9151    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   45  | Validation | 3.0600 |  0.6234  |   0.5893  | 0.6234 |  0.5864  | 0.4582 |     0.4453    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Train | 0.2928 |  0.9156  |   0.9157  | 0.9156 |  0.9147  | 0.8762 |     0.8756    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   46  | Validation | 2.1016 |  0.5455  |   0.5340  | 0.5455 |  0.5334  | 0.3471 |     0.3443    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Train | 0.1962 |  0.9367  |   0.9366  | 0.9367 |  0.9366  | 0.9076 |     0.9075    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   47  | Validation | 2.4416 |  0.6104  |   0.5786  | 0.6104 |  0.5870  | 0.4411 |     0.4359    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Train | 0.1137 |  0.9562  |   0.9565  | 0.9562 |  0.9560  | 0.9359 |     0.9357    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   48  | Validation | 2.9103 |  0.6299  |   0.6175  | 0.6299 |  0.6149  | 0.4706 |     0.4663    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Train | 0.0982 |  0.9675  |   0.9677  | 0.9675 |  0.9675  | 0.9526 |     0.9526    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   49  | Validation | 2.9994 |  0.6299  |   0.6182  | 0.6299 |  0.6102  | 0.4691 |     0.4633    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00,  4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch | Stage |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Train | 0.0691 |  0.9821  |   0.9824  | 0.9821 |  0.9822  | 0.9740 |     0.9739    |
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
| Epoch |   Stage    |  Loss  | Accuracy | Precision | Recall | F1-Score |  MCC   | Cohen's Kappa |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
|   50  | Validation | 2.9576 |  0.6558  |   0.6299  | 0.6558 |  0.6358  | 0.5082 |     0.5037    |
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Best Validation Loss :  0.9546209931373596
Generation 4: Best individual - (0.2, 2048, 1024), Best fitness - 0.8983231663703919
Best individual - (0.7, 1024, 1024), Best fitness - 0.8612949788570404

In [38]:
dill.dump_session('session.db')
In [ ]:
dill.load_session('session.db')